Overview
Brought to you by YData
Dataset statistics
| Number of variables | 57 |
|---|---|
| Number of observations | 1168 |
| Missing cells | 207 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 529.2 KiB |
| Average record size in memory | 464.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 42 |
| Boolean | 1 |
BldgType is highly overall correlated with KitchenAbvGr and 1 other fields | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtFullBath and 1 other fields | High correlation |
BsmtFullBath is highly overall correlated with BsmtFinSF1 | High correlation |
BsmtQual is highly overall correlated with Neighborhood and 1 other fields | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 | High correlation |
ExterQual is highly overall correlated with KitchenQual and 1 other fields | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
GarageCond is highly overall correlated with GarageQual | High correlation |
GarageQual is highly overall correlated with GarageCond | High correlation |
HalfBath is highly overall correlated with MSSubClass | High correlation |
HouseStyle is highly overall correlated with MSSubClass | High correlation |
KitchenAbvGr is highly overall correlated with BldgType and 1 other fields | High correlation |
KitchenQual is highly overall correlated with ExterQual and 1 other fields | High correlation |
LotArea is highly overall correlated with LotFrontage | High correlation |
LotFrontage is highly overall correlated with LotArea and 1 other fields | High correlation |
MSSubClass is highly overall correlated with BldgType and 3 other fields | High correlation |
MSZoning is highly overall correlated with Neighborhood | High correlation |
Neighborhood is highly overall correlated with BsmtQual and 1 other fields | High correlation |
OverallQual is highly overall correlated with BsmtQual and 3 other fields | High correlation |
Utilities is highly overall correlated with LotFrontage | High correlation |
YearRemodAdd is highly overall correlated with OverallQual | High correlation |
MSZoning is highly imbalanced (58.2%) | Imbalance |
Street is highly imbalanced (96.0%) | Imbalance |
LandContour is highly imbalanced (68.5%) | Imbalance |
Utilities is highly imbalanced (99.0%) | Imbalance |
LandSlope is highly imbalanced (78.5%) | Imbalance |
Condition1 is highly imbalanced (71.5%) | Imbalance |
Condition2 is highly imbalanced (95.9%) | Imbalance |
BldgType is highly imbalanced (59.0%) | Imbalance |
RoofStyle is highly imbalanced (65.6%) | Imbalance |
RoofMatl is highly imbalanced (94.7%) | Imbalance |
ExterCond is highly imbalanced (72.6%) | Imbalance |
BsmtCond is highly imbalanced (77.1%) | Imbalance |
BsmtFinType2 is highly imbalanced (69.6%) | Imbalance |
Heating is highly imbalanced (93.4%) | Imbalance |
CentralAir is highly imbalanced (66.6%) | Imbalance |
Electrical is highly imbalanced (78.8%) | Imbalance |
KitchenAbvGr is highly imbalanced (81.6%) | Imbalance |
Functional is highly imbalanced (80.6%) | Imbalance |
GarageQual is highly imbalanced (85.8%) | Imbalance |
GarageCond is highly imbalanced (88.0%) | Imbalance |
PavedDrive is highly imbalanced (72.1%) | Imbalance |
SaleType is highly imbalanced (75.5%) | Imbalance |
SaleCondition is highly imbalanced (62.1%) | Imbalance |
LotFrontage has 202 (17.3%) missing values | Missing |
MasVnrArea has 678 (58.0%) zeros | Zeros |
BsmtFinSF1 has 384 (32.9%) zeros | Zeros |
BsmtUnfSF has 95 (8.1%) zeros | Zeros |
2ndFlrSF has 671 (57.4%) zeros | Zeros |
WoodDeckSF has 601 (51.5%) zeros | Zeros |
OpenPorchSF has 502 (43.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-13 22:21:56.708713 |
|---|---|
| Analysis finished | 2025-03-13 22:22:22.770631 |
| Duration | 26.06 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
MSSubClass
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.686644 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.469076 |
|---|---|
| Coefficient of variation (CV) | 0.74919016 |
| Kurtosis | 1.577851 |
| Mean | 56.686644 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4128849 |
| Sum | 66210 |
| Variance | 1803.6224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 438 | |
| 60 | 243 | |
| 50 | 110 | 9.4% |
| 120 | 66 | 5.7% |
| 30 | 53 | 4.5% |
| 160 | 52 | 4.5% |
| 90 | 45 | 3.9% |
| 80 | 45 | 3.9% |
| 70 | 43 | 3.7% |
| 190 | 24 | 2.1% |
| Other values (5) | 49 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 438 | |
| 30 | 53 | 4.5% |
| 40 | 3 | 0.3% |
| 45 | 9 | 0.8% |
| 50 | 110 | 9.4% |
| 60 | 243 | |
| 70 | 43 | 3.7% |
| 75 | 11 | 0.9% |
| 80 | 45 | 3.9% |
| 85 | 18 | 1.5% |
| Value | Count | Frequency (%) |
| 190 | 24 | 2.1% |
| 180 | 8 | 0.7% |
| 160 | 52 | 4.5% |
| 120 | 66 | 5.7% |
| 90 | 45 | 3.9% |
| 85 | 18 | 1.5% |
| 80 | 45 | 3.9% |
| 75 | 11 | 0.9% |
| 70 | 43 | 3.7% |
| 60 | 243 |
MSZoning
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| RL | |
|---|---|
| RM | |
| FV | 51 |
| RH | 11 |
| C (all) | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0299658 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 930 | |
| RM | 169 | 14.5% |
| FV | 51 | 4.4% |
| RH | 11 | 0.9% |
| C (all) | 7 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 930 | |
| rm | 169 | 14.4% |
| fv | 51 | 4.3% |
| rh | 11 | 0.9% |
| c | 7 | 0.6% |
| all | 7 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1110 | |
| L | 930 | |
| M | 169 | 7.1% |
| F | 51 | 2.2% |
| V | 51 | 2.2% |
| l | 14 | 0.6% |
| H | 11 | 0.5% |
| C | 7 | 0.3% |
| 7 | 0.3% | |
| ( | 7 | 0.3% |
| Other values (2) | 14 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2371 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1110 | |
| L | 930 | |
| M | 169 | 7.1% |
| F | 51 | 2.2% |
| V | 51 | 2.2% |
| l | 14 | 0.6% |
| H | 11 | 0.5% |
| C | 7 | 0.3% |
| 7 | 0.3% | |
| ( | 7 | 0.3% |
| Other values (2) | 14 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2371 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1110 | |
| L | 930 | |
| M | 169 | 7.1% |
| F | 51 | 2.2% |
| V | 51 | 2.2% |
| l | 14 | 0.6% |
| H | 11 | 0.5% |
| C | 7 | 0.3% |
| 7 | 0.3% | |
| ( | 7 | 0.3% |
| Other values (2) | 14 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2371 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1110 | |
| L | 930 | |
| M | 169 | 7.1% |
| F | 51 | 2.2% |
| V | 51 | 2.2% |
| l | 14 | 0.6% |
| H | 11 | 0.5% |
| C | 7 | 0.3% |
| 7 | 0.3% | |
| ( | 7 | 0.3% |
| Other values (2) | 14 | 0.6% |
LotFrontage
Real number (ℝ)
High correlation Missing
| Distinct | 107 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 202 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.783644 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 60 |
| median | 70 |
| Q3 | 80.75 |
| 95-th percentile | 108.75 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 20.75 |
Descriptive statistics
| Standard deviation | 23.99585 |
|---|---|
| Coefficient of variation (CV) | 0.33900275 |
| Kurtosis | 12.1034 |
| Mean | 70.783644 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.6747915 |
| Sum | 68377 |
| Variance | 575.80081 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 108 | 9.2% |
| 80 | 60 | 5.1% |
| 70 | 54 | 4.6% |
| 75 | 42 | 3.6% |
| 50 | 41 | 3.5% |
| 65 | 39 | 3.3% |
| 85 | 32 | 2.7% |
| 78 | 23 | 2.0% |
| 90 | 18 | 1.5% |
| 55 | 16 | 1.4% |
| Other values (97) | 533 | |
| (Missing) | 202 | 17.3% |
| Value | Count | Frequency (%) |
| 21 | 16 | |
| 24 | 16 | |
| 30 | 4 | 0.3% |
| 32 | 5 | 0.4% |
| 34 | 9 | |
| 35 | 8 | |
| 36 | 5 | 0.4% |
| 37 | 3 | 0.3% |
| 38 | 1 | 0.1% |
| 40 | 11 |
| Value | Count | Frequency (%) |
| 313 | 1 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
High correlation
| Distinct | 897 |
|---|---|
| Distinct (%) | 76.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10597.211 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3420.7 |
| Q1 | 7598.25 |
| median | 9512.5 |
| Q3 | 11649.75 |
| 95-th percentile | 17335.95 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4051.5 |
Descriptive statistics
| Standard deviation | 10615.651 |
|---|---|
| Coefficient of variation (CV) | 1.0017401 |
| Kurtosis | 197.02639 |
| Mean | 10597.211 |
| Median Absolute Deviation (MAD) | 2012.5 |
| Skewness | 12.369074 |
| Sum | 12377542 |
| Variance | 1.1269204 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9600 | 19 | 1.6% |
| 7200 | 18 | 1.5% |
| 8400 | 14 | 1.2% |
| 6000 | 10 | 0.9% |
| 9000 | 10 | 0.9% |
| 10800 | 9 | 0.8% |
| 6120 | 8 | 0.7% |
| 7500 | 7 | 0.6% |
| 9100 | 7 | 0.6% |
| 8125 | 6 | 0.5% |
| Other values (887) | 1060 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.2% |
| 1596 | 1 | 0.1% |
| 1680 | 6 | |
| 1890 | 1 | 0.1% |
| 1920 | 1 | 0.1% |
| 1936 | 1 | 0.1% |
| 1950 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 53504 | 1 | |
| 53107 | 1 | |
| 46589 | 1 | |
| 45600 | 1 | |
| 40094 | 1 |
Street
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Pave | |
|---|---|
| Grvl | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 1163 | |
| Grvl | 5 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 1163 | |
| grvl | 5 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 1168 | |
| P | 1163 | |
| a | 1163 | |
| e | 1163 | |
| G | 5 | 0.1% |
| r | 5 | 0.1% |
| l | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 1168 | |
| P | 1163 | |
| a | 1163 | |
| e | 1163 | |
| G | 5 | 0.1% |
| r | 5 | 0.1% |
| l | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 1168 | |
| P | 1163 | |
| a | 1163 | |
| e | 1163 | |
| G | 5 | 0.1% |
| r | 5 | 0.1% |
| l | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 1168 | |
| P | 1163 | |
| a | 1163 | |
| e | 1163 | |
| G | 5 | 0.1% |
| r | 5 | 0.1% |
| l | 5 | 0.1% |
LotShape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 36 |
| IR3 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IR2 |
|---|---|
| 2nd row | IR1 |
| 3rd row | IR1 |
| 4th row | Reg |
| 5th row | Reg |
Common Values
| Value | Count | Frequency (%) |
| Reg | 738 | |
| IR1 | 387 | |
| IR2 | 36 | 3.1% |
| IR3 | 7 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 738 | |
| ir1 | 387 | |
| ir2 | 36 | 3.1% |
| ir3 | 7 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1168 | |
| e | 738 | |
| g | 738 | |
| I | 430 | 12.3% |
| 1 | 387 | 11.0% |
| 2 | 36 | 1.0% |
| 3 | 7 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1168 | |
| e | 738 | |
| g | 738 | |
| I | 430 | 12.3% |
| 1 | 387 | 11.0% |
| 2 | 36 | 1.0% |
| 3 | 7 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1168 | |
| e | 738 | |
| g | 738 | |
| I | 430 | 12.3% |
| 1 | 387 | 11.0% |
| 2 | 36 | 1.0% |
| 3 | 7 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1168 | |
| e | 738 | |
| g | 738 | |
| I | 430 | 12.3% |
| 1 | 387 | 11.0% |
| 2 | 36 | 1.0% |
| 3 | 7 | 0.2% |
LandContour
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Lvl | |
|---|---|
| Bnk | 49 |
| HLS | 39 |
| Low | 30 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1050 | |
| Bnk | 49 | 4.2% |
| HLS | 39 | 3.3% |
| Low | 30 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1050 | |
| bnk | 49 | 4.2% |
| hls | 39 | 3.3% |
| low | 30 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1119 | |
| v | 1050 | |
| l | 1050 | |
| B | 49 | 1.4% |
| n | 49 | 1.4% |
| k | 49 | 1.4% |
| H | 39 | 1.1% |
| S | 39 | 1.1% |
| o | 30 | 0.9% |
| w | 30 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1119 | |
| v | 1050 | |
| l | 1050 | |
| B | 49 | 1.4% |
| n | 49 | 1.4% |
| k | 49 | 1.4% |
| H | 39 | 1.1% |
| S | 39 | 1.1% |
| o | 30 | 0.9% |
| w | 30 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1119 | |
| v | 1050 | |
| l | 1050 | |
| B | 49 | 1.4% |
| n | 49 | 1.4% |
| k | 49 | 1.4% |
| H | 39 | 1.1% |
| S | 39 | 1.1% |
| o | 30 | 0.9% |
| w | 30 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1119 | |
| v | 1050 | |
| l | 1050 | |
| B | 49 | 1.4% |
| n | 49 | 1.4% |
| k | 49 | 1.4% |
| H | 39 | 1.1% |
| S | 39 | 1.1% |
| o | 30 | 0.9% |
| w | 30 | 0.9% |
Utilities
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| AllPub | |
|---|---|
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1167 | |
| NoSeWa | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1167 | |
| nosewa | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2334 | |
| A | 1167 | |
| P | 1167 | |
| u | 1167 | |
| b | 1167 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2334 | |
| A | 1167 | |
| P | 1167 | |
| u | 1167 | |
| b | 1167 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2334 | |
| A | 1167 | |
| P | 1167 | |
| u | 1167 | |
| b | 1167 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2334 | |
| A | 1167 | |
| P | 1167 | |
| u | 1167 | |
| b | 1167 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
LotConfig
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 77 |
| FR2 | 35 |
| FR3 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9657534 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CulDSac |
|---|---|
| 2nd row | Corner |
| 3rd row | Corner |
| 4th row | Inside |
| 5th row | Inside |
Common Values
| Value | Count | Frequency (%) |
| Inside | 842 | |
| Corner | 210 | 18.0% |
| CulDSac | 77 | 6.6% |
| FR2 | 35 | 3.0% |
| FR3 | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 842 | |
| corner | 210 | 18.0% |
| culdsac | 77 | 6.6% |
| fr2 | 35 | 3.0% |
| fr3 | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1052 | |
| n | 1052 | |
| I | 842 | |
| s | 842 | |
| i | 842 | |
| d | 842 | |
| r | 420 | 6.0% |
| C | 287 | 4.1% |
| o | 210 | 3.0% |
| S | 77 | 1.1% |
| Other values (9) | 502 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6968 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1052 | |
| n | 1052 | |
| I | 842 | |
| s | 842 | |
| i | 842 | |
| d | 842 | |
| r | 420 | 6.0% |
| C | 287 | 4.1% |
| o | 210 | 3.0% |
| S | 77 | 1.1% |
| Other values (9) | 502 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6968 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1052 | |
| n | 1052 | |
| I | 842 | |
| s | 842 | |
| i | 842 | |
| d | 842 | |
| r | 420 | 6.0% |
| C | 287 | 4.1% |
| o | 210 | 3.0% |
| S | 77 | 1.1% |
| Other values (9) | 502 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6968 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1052 | |
| n | 1052 | |
| I | 842 | |
| s | 842 | |
| i | 842 | |
| d | 842 | |
| r | 420 | 6.0% |
| C | 287 | 4.1% |
| o | 210 | 3.0% |
| S | 77 | 1.1% |
| Other values (9) | 502 |
LandSlope
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Gtl | |
|---|---|
| Mod | 51 |
| Sev | 12 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gtl |
|---|---|
| 2nd row | Gtl |
| 3rd row | Gtl |
| 4th row | Gtl |
| 5th row | Gtl |
Common Values
| Value | Count | Frequency (%) |
| Gtl | 1105 | |
| Mod | 51 | 4.4% |
| Sev | 12 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gtl | 1105 | |
| mod | 51 | 4.4% |
| sev | 12 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1105 | |
| t | 1105 | |
| l | 1105 | |
| M | 51 | 1.5% |
| o | 51 | 1.5% |
| d | 51 | 1.5% |
| S | 12 | 0.3% |
| e | 12 | 0.3% |
| v | 12 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1105 | |
| t | 1105 | |
| l | 1105 | |
| M | 51 | 1.5% |
| o | 51 | 1.5% |
| d | 51 | 1.5% |
| S | 12 | 0.3% |
| e | 12 | 0.3% |
| v | 12 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1105 | |
| t | 1105 | |
| l | 1105 | |
| M | 51 | 1.5% |
| o | 51 | 1.5% |
| d | 51 | 1.5% |
| S | 12 | 0.3% |
| e | 12 | 0.3% |
| v | 12 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1105 | |
| t | 1105 | |
| l | 1105 | |
| M | 51 | 1.5% |
| o | 51 | 1.5% |
| d | 51 | 1.5% |
| S | 12 | 0.3% |
| e | 12 | 0.3% |
| v | 12 | 0.3% |
Neighborhood
Categorical
High correlation
| Distinct | 25 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4982877 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Somerst |
|---|---|
| 2nd row | NAmes |
| 3rd row | Edwards |
| 4th row | Sawyer |
| 5th row | CollgCr |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 172 | |
| CollgCr | 132 | 11.3% |
| OldTown | 86 | 7.4% |
| Edwards | 73 | 6.2% |
| Somerst | 71 | 6.1% |
| Sawyer | 64 | 5.5% |
| Gilbert | 63 | 5.4% |
| NWAmes | 63 | 5.4% |
| NridgHt | 62 | 5.3% |
| SawyerW | 48 | 4.1% |
| Other values (15) | 334 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| names | 172 | |
| collgcr | 132 | 11.3% |
| oldtown | 86 | 7.4% |
| edwards | 73 | 6.2% |
| somerst | 71 | 6.1% |
| sawyer | 64 | 5.5% |
| gilbert | 63 | 5.4% |
| nwames | 63 | 5.4% |
| nridght | 62 | 5.3% |
| sawyerw | 48 | 4.1% |
| Other values (15) | 334 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 751 | 9.9% |
| e | 724 | 9.5% |
| l | 516 | 6.8% |
| o | 393 | 5.2% |
| d | 383 | 5.0% |
| s | 381 | 5.0% |
| m | 349 | 4.6% |
| C | 349 | 4.6% |
| N | 335 | 4.4% |
| w | 324 | 4.3% |
| Other values (28) | 3085 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7590 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 751 | 9.9% |
| e | 724 | 9.5% |
| l | 516 | 6.8% |
| o | 393 | 5.2% |
| d | 383 | 5.0% |
| s | 381 | 5.0% |
| m | 349 | 4.6% |
| C | 349 | 4.6% |
| N | 335 | 4.4% |
| w | 324 | 4.3% |
| Other values (28) | 3085 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7590 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 751 | 9.9% |
| e | 724 | 9.5% |
| l | 516 | 6.8% |
| o | 393 | 5.2% |
| d | 383 | 5.0% |
| s | 381 | 5.0% |
| m | 349 | 4.6% |
| C | 349 | 4.6% |
| N | 335 | 4.4% |
| w | 324 | 4.3% |
| Other values (28) | 3085 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7590 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 751 | 9.9% |
| e | 724 | 9.5% |
| l | 516 | 6.8% |
| o | 393 | 5.2% |
| d | 383 | 5.0% |
| s | 381 | 5.0% |
| m | 349 | 4.6% |
| C | 349 | 4.6% |
| N | 335 | 4.4% |
| w | 324 | 4.3% |
| Other values (28) | 3085 |
Condition1
Categorical
Imbalance
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Norm | |
|---|---|
| Feedr | 66 |
| Artery | 39 |
| RRAn | 22 |
| PosN | 16 |
| Other values (4) | 19 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1232877 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | RRAn |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1006 | |
| Feedr | 66 | 5.7% |
| Artery | 39 | 3.3% |
| RRAn | 22 | 1.9% |
| PosN | 16 | 1.4% |
| RRAe | 7 | 0.6% |
| PosA | 6 | 0.5% |
| RRNn | 5 | 0.4% |
| RRNe | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1006 | |
| feedr | 66 | 5.7% |
| artery | 39 | 3.3% |
| rran | 22 | 1.9% |
| posn | 16 | 1.4% |
| rrae | 7 | 0.6% |
| posa | 6 | 0.5% |
| rrnn | 5 | 0.4% |
| rrne | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1150 | |
| N | 1028 | |
| o | 1028 | |
| m | 1006 | |
| e | 179 | 3.7% |
| A | 74 | 1.5% |
| R | 70 | 1.5% |
| F | 66 | 1.4% |
| d | 66 | 1.4% |
| t | 39 | 0.8% |
| Other values (4) | 110 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4816 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1150 | |
| N | 1028 | |
| o | 1028 | |
| m | 1006 | |
| e | 179 | 3.7% |
| A | 74 | 1.5% |
| R | 70 | 1.5% |
| F | 66 | 1.4% |
| d | 66 | 1.4% |
| t | 39 | 0.8% |
| Other values (4) | 110 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4816 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1150 | |
| N | 1028 | |
| o | 1028 | |
| m | 1006 | |
| e | 179 | 3.7% |
| A | 74 | 1.5% |
| R | 70 | 1.5% |
| F | 66 | 1.4% |
| d | 66 | 1.4% |
| t | 39 | 0.8% |
| Other values (4) | 110 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4816 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1150 | |
| N | 1028 | |
| o | 1028 | |
| m | 1006 | |
| e | 179 | 3.7% |
| A | 74 | 1.5% |
| R | 70 | 1.5% |
| F | 66 | 1.4% |
| d | 66 | 1.4% |
| t | 39 | 0.8% |
| Other values (4) | 110 | 2.3% |
Condition2
Categorical
Imbalance
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Norm | |
|---|---|
| Feedr | 5 |
| RRNn | 2 |
| PosN | 2 |
| Artery | 2 |
| Other values (3) | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.0077055 |
| Min length | 4 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1154 | |
| Feedr | 5 | 0.4% |
| RRNn | 2 | 0.2% |
| PosN | 2 | 0.2% |
| Artery | 2 | 0.2% |
| PosA | 1 | 0.1% |
| RRAe | 1 | 0.1% |
| RRAn | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1154 | |
| feedr | 5 | 0.4% |
| rrnn | 2 | 0.2% |
| posn | 2 | 0.2% |
| artery | 2 | 0.2% |
| posa | 1 | 0.1% |
| rrae | 1 | 0.1% |
| rran | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1163 | |
| N | 1158 | |
| o | 1157 | |
| m | 1154 | |
| e | 13 | 0.3% |
| R | 8 | 0.2% |
| F | 5 | 0.1% |
| d | 5 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4681 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1163 | |
| N | 1158 | |
| o | 1157 | |
| m | 1154 | |
| e | 13 | 0.3% |
| R | 8 | 0.2% |
| F | 5 | 0.1% |
| d | 5 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4681 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1163 | |
| N | 1158 | |
| o | 1157 | |
| m | 1154 | |
| e | 13 | 0.3% |
| R | 8 | 0.2% |
| F | 5 | 0.1% |
| d | 5 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4681 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1163 | |
| N | 1158 | |
| o | 1157 | |
| m | 1154 | |
| e | 13 | 0.3% |
| R | 8 | 0.2% |
| F | 5 | 0.1% |
| d | 5 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
BldgType
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 90 |
| Duplex | 45 |
| Twnhs | 34 |
| 2fmCon | 25 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3030822 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 2fmCon |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 974 | |
| TwnhsE | 90 | 7.7% |
| Duplex | 45 | 3.9% |
| Twnhs | 34 | 2.9% |
| 2fmCon | 25 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 974 | |
| twnhse | 90 | 7.7% |
| duplex | 45 | 3.9% |
| twnhs | 34 | 2.9% |
| 2fmcon | 25 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 999 | |
| 1 | 974 | |
| a | 974 | |
| F | 974 | |
| n | 149 | 3.0% |
| T | 124 | 2.5% |
| w | 124 | 2.5% |
| h | 124 | 2.5% |
| s | 124 | 2.5% |
| E | 90 | 1.8% |
| Other values (10) | 370 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5026 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 999 | |
| 1 | 974 | |
| a | 974 | |
| F | 974 | |
| n | 149 | 3.0% |
| T | 124 | 2.5% |
| w | 124 | 2.5% |
| h | 124 | 2.5% |
| s | 124 | 2.5% |
| E | 90 | 1.8% |
| Other values (10) | 370 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5026 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 999 | |
| 1 | 974 | |
| a | 974 | |
| F | 974 | |
| n | 149 | 3.0% |
| T | 124 | 2.5% |
| w | 124 | 2.5% |
| h | 124 | 2.5% |
| s | 124 | 2.5% |
| E | 90 | 1.8% |
| Other values (10) | 370 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5026 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 999 | |
| 1 | 974 | |
| a | 974 | |
| F | 974 | |
| n | 149 | 3.0% |
| T | 124 | 2.5% |
| w | 124 | 2.5% |
| h | 124 | 2.5% |
| s | 124 | 2.5% |
| E | 90 | 1.8% |
| Other values (10) | 370 | 7.4% |
HouseStyle
Categorical
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 50 |
| SFoyer | 32 |
| Other values (3) | 24 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9143836 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 1Story |
| 4th row | 1Story |
| 5th row | 1Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 583 | |
| 2Story | 358 | |
| 1.5Fin | 121 | 10.4% |
| SLvl | 50 | 4.3% |
| SFoyer | 32 | 2.7% |
| 1.5Unf | 11 | 0.9% |
| 2.5Unf | 7 | 0.6% |
| 2.5Fin | 6 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 583 | |
| 2story | 358 | |
| 1.5fin | 121 | 10.4% |
| slvl | 50 | 4.3% |
| sfoyer | 32 | 2.7% |
| 1.5unf | 11 | 0.9% |
| 2.5unf | 7 | 0.6% |
| 2.5fin | 6 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1023 | |
| o | 973 | |
| r | 973 | |
| y | 973 | |
| t | 941 | |
| 1 | 715 | |
| 2 | 371 | 5.4% |
| F | 159 | 2.3% |
| 5 | 145 | 2.1% |
| . | 145 | 2.1% |
| Other values (8) | 490 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6908 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1023 | |
| o | 973 | |
| r | 973 | |
| y | 973 | |
| t | 941 | |
| 1 | 715 | |
| 2 | 371 | 5.4% |
| F | 159 | 2.3% |
| 5 | 145 | 2.1% |
| . | 145 | 2.1% |
| Other values (8) | 490 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6908 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1023 | |
| o | 973 | |
| r | 973 | |
| y | 973 | |
| t | 941 | |
| 1 | 715 | |
| 2 | 371 | 5.4% |
| F | 159 | 2.3% |
| 5 | 145 | 2.1% |
| . | 145 | 2.1% |
| Other values (8) | 490 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6908 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1023 | |
| o | 973 | |
| r | 973 | |
| y | 973 | |
| t | 941 | |
| 1 | 715 | |
| 2 | 371 | 5.4% |
| F | 159 | 2.3% |
| 5 | 145 | 2.1% |
| . | 145 | 2.1% |
| Other values (8) | 490 |
OverallQual
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1207192 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3891422 |
|---|---|
| Coefficient of variation (CV) | 0.22695735 |
| Kurtosis | 0.11110447 |
| Mean | 6.1207192 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.18295907 |
| Sum | 7149 |
| Variance | 1.929716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 310 | |
| 6 | 294 | |
| 7 | 266 | |
| 8 | 133 | |
| 4 | 95 | 8.1% |
| 9 | 38 | 3.3% |
| 10 | 14 | 1.2% |
| 3 | 13 | 1.1% |
| 2 | 3 | 0.3% |
| 1 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.2% |
| 2 | 3 | 0.3% |
| 3 | 13 | 1.1% |
| 4 | 95 | 8.1% |
| 5 | 310 | |
| 6 | 294 | |
| 7 | 266 | |
| 8 | 133 | |
| 9 | 38 | 3.3% |
| 10 | 14 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 14 | 1.2% |
| 9 | 38 | 3.3% |
| 8 | 133 | |
| 7 | 266 | |
| 6 | 294 | |
| 5 | 310 | |
| 4 | 95 | 8.1% |
| 3 | 13 | 1.1% |
| 2 | 3 | 0.3% |
| 1 | 2 | 0.2% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5599315 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1161373 |
|---|---|
| Coefficient of variation (CV) | 0.20074659 |
| Kurtosis | 1.2146732 |
| Mean | 5.5599315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.6919471 |
| Sum | 6494 |
| Variance | 1.2457625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 675 | |
| 6 | 189 | 16.2% |
| 7 | 159 | 13.6% |
| 8 | 60 | 5.1% |
| 4 | 42 | 3.6% |
| 3 | 20 | 1.7% |
| 9 | 17 | 1.5% |
| 2 | 5 | 0.4% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.4% |
| 3 | 20 | 1.7% |
| 4 | 42 | 3.6% |
| 5 | 675 | |
| 6 | 189 | 16.2% |
| 7 | 159 | 13.6% |
| 8 | 60 | 5.1% |
| 9 | 17 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 17 | 1.5% |
| 8 | 60 | 5.1% |
| 7 | 159 | 13.6% |
| 6 | 189 | 16.2% |
| 5 | 675 | |
| 4 | 42 | 3.6% |
| 3 | 20 | 1.7% |
| 2 | 5 | 0.4% |
| 1 | 1 | 0.1% |
YearRemodAdd
Real number (ℝ)
High correlation
| Distinct | 61 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1985.5248 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1968 |
| median | 1995 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.363014 |
|---|---|
| Coefficient of variation (CV) | 0.010255734 |
| Kurtosis | -1.1915191 |
| Mean | 1985.5248 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.55695638 |
| Sum | 2319093 |
| Variance | 414.65234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1950 | 136 | 11.6% |
| 2006 | 76 | 6.5% |
| 2007 | 64 | 5.5% |
| 2005 | 59 | 5.1% |
| 2004 | 51 | 4.4% |
| 2003 | 46 | 3.9% |
| 2000 | 45 | 3.9% |
| 2002 | 41 | 3.5% |
| 2008 | 31 | 2.7% |
| 1998 | 31 | 2.7% |
| Other values (51) | 588 |
| Value | Count | Frequency (%) |
| 1950 | 136 | |
| 1951 | 2 | 0.2% |
| 1952 | 3 | 0.3% |
| 1953 | 6 | 0.5% |
| 1954 | 11 | 0.9% |
| 1955 | 6 | 0.5% |
| 1956 | 7 | 0.6% |
| 1957 | 5 | 0.4% |
| 1958 | 11 | 0.9% |
| 1959 | 15 | 1.3% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.5% |
| 2009 | 17 | 1.5% |
| 2008 | 31 | |
| 2007 | 64 | |
| 2006 | 76 | |
| 2005 | 59 | |
| 2004 | 51 | |
| 2003 | 46 | |
| 2002 | 41 | |
| 2001 | 18 | 1.5% |
RoofStyle
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 8 |
| Gambrel | 6 |
| Mansard | 6 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.609589 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Hip |
| 3rd row | Gable |
| 4th row | Hip |
| 5th row | Hip |
Common Values
| Value | Count | Frequency (%) |
| Gable | 911 | |
| Hip | 235 | 20.1% |
| Flat | 8 | 0.7% |
| Gambrel | 6 | 0.5% |
| Mansard | 6 | 0.5% |
| Shed | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 911 | |
| hip | 235 | 20.1% |
| flat | 8 | 0.7% |
| gambrel | 6 | 0.5% |
| mansard | 6 | 0.5% |
| shed | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 937 | |
| l | 925 | |
| e | 919 | |
| G | 917 | |
| b | 917 | |
| H | 235 | 4.4% |
| i | 235 | 4.4% |
| p | 235 | 4.4% |
| r | 12 | 0.2% |
| d | 8 | 0.1% |
| Other values (8) | 44 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5384 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 937 | |
| l | 925 | |
| e | 919 | |
| G | 917 | |
| b | 917 | |
| H | 235 | 4.4% |
| i | 235 | 4.4% |
| p | 235 | 4.4% |
| r | 12 | 0.2% |
| d | 8 | 0.1% |
| Other values (8) | 44 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5384 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 937 | |
| l | 925 | |
| e | 919 | |
| G | 917 | |
| b | 917 | |
| H | 235 | 4.4% |
| i | 235 | 4.4% |
| p | 235 | 4.4% |
| r | 12 | 0.2% |
| d | 8 | 0.1% |
| Other values (8) | 44 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5384 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 937 | |
| l | 925 | |
| e | 919 | |
| G | 917 | |
| b | 917 | |
| H | 235 | 4.4% |
| i | 235 | 4.4% |
| p | 235 | 4.4% |
| r | 12 | 0.2% |
| d | 8 | 0.1% |
| Other values (8) | 44 | 0.8% |
RoofMatl
Categorical
Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| CompShg | |
|---|---|
| Tar&Grv | 6 |
| WdShake | 5 |
| WdShngl | 4 |
| Membran | 1 |
| Other values (2) | 2 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9957192 |
| Min length | 4 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | CompShg |
|---|---|
| 2nd row | CompShg |
| 3rd row | CompShg |
| 4th row | CompShg |
| 5th row | CompShg |
Common Values
| Value | Count | Frequency (%) |
| CompShg | 1150 | |
| Tar&Grv | 6 | 0.5% |
| WdShake | 5 | 0.4% |
| WdShngl | 4 | 0.3% |
| Membran | 1 | 0.1% |
| Metal | 1 | 0.1% |
| Roll | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| compshg | 1150 | |
| tar&grv | 6 | 0.5% |
| wdshake | 5 | 0.4% |
| wdshngl | 4 | 0.3% |
| membran | 1 | 0.1% |
| metal | 1 | 0.1% |
| roll | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1159 | |
| h | 1159 | |
| g | 1154 | |
| m | 1151 | |
| o | 1151 | |
| C | 1150 | |
| p | 1150 | |
| a | 13 | 0.2% |
| r | 13 | 0.2% |
| W | 9 | 0.1% |
| Other values (13) | 62 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1159 | |
| h | 1159 | |
| g | 1154 | |
| m | 1151 | |
| o | 1151 | |
| C | 1150 | |
| p | 1150 | |
| a | 13 | 0.2% |
| r | 13 | 0.2% |
| W | 9 | 0.1% |
| Other values (13) | 62 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1159 | |
| h | 1159 | |
| g | 1154 | |
| m | 1151 | |
| o | 1151 | |
| C | 1150 | |
| p | 1150 | |
| a | 13 | 0.2% |
| r | 13 | 0.2% |
| W | 9 | 0.1% |
| Other values (13) | 62 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1159 | |
| h | 1159 | |
| g | 1154 | |
| m | 1151 | |
| o | 1151 | |
| C | 1150 | |
| p | 1150 | |
| a | 13 | 0.2% |
| r | 13 | 0.2% |
| W | 9 | 0.1% |
| Other values (13) | 62 | 0.8% |
Exterior1st
Categorical
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9803082 |
| Min length | 5 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | Wd Sdng |
| 3rd row | AsbShng |
| 4th row | Plywood |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 423 | |
| MetalSd | 178 | |
| HdBoard | 176 | |
| Wd Sdng | 154 | 13.2% |
| Plywood | 91 | 7.8% |
| CemntBd | 47 | 4.0% |
| BrkFace | 38 | 3.3% |
| WdShing | 22 | 1.9% |
| Stucco | 18 | 1.5% |
| AsbShng | 15 | 1.3% |
| Other values (5) | 6 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 423 | |
| metalsd | 178 | |
| hdboard | 176 | |
| wd | 154 | 11.6% |
| sdng | 154 | 11.6% |
| plywood | 91 | 6.9% |
| cemntbd | 47 | 3.6% |
| brkface | 38 | 2.9% |
| wdshing | 22 | 1.7% |
| stucco | 18 | 1.4% |
| Other values (6) | 21 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1421 | |
| S | 814 | 10.0% |
| l | 693 | 8.5% |
| n | 664 | 8.1% |
| y | 514 | 6.3% |
| i | 445 | 5.5% |
| V | 423 | 5.2% |
| a | 392 | 4.8% |
| o | 380 | 4.7% |
| e | 265 | 3.3% |
| Other values (22) | 2142 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8153 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1421 | |
| S | 814 | 10.0% |
| l | 693 | 8.5% |
| n | 664 | 8.1% |
| y | 514 | 6.3% |
| i | 445 | 5.5% |
| V | 423 | 5.2% |
| a | 392 | 4.8% |
| o | 380 | 4.7% |
| e | 265 | 3.3% |
| Other values (22) | 2142 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8153 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1421 | |
| S | 814 | 10.0% |
| l | 693 | 8.5% |
| n | 664 | 8.1% |
| y | 514 | 6.3% |
| i | 445 | 5.5% |
| V | 423 | 5.2% |
| a | 392 | 4.8% |
| o | 380 | 4.7% |
| e | 265 | 3.3% |
| Other values (22) | 2142 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8153 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1421 | |
| S | 814 | 10.0% |
| l | 693 | 8.5% |
| n | 664 | 8.1% |
| y | 514 | 6.3% |
| i | 445 | 5.5% |
| V | 423 | 5.2% |
| a | 392 | 4.8% |
| o | 380 | 4.7% |
| e | 265 | 3.3% |
| Other values (22) | 2142 |
Exterior2nd
Categorical
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9726027 |
| Min length | 5 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | Wd Sdng |
| 3rd row | AsbShng |
| 4th row | HdBoard |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 414 | |
| MetalSd | 174 | |
| HdBoard | 164 | 14.0% |
| Wd Sdng | 148 | 12.7% |
| Plywood | 118 | 10.1% |
| CmentBd | 46 | 3.9% |
| Wd Shng | 31 | 2.7% |
| Stucco | 19 | 1.6% |
| BrkFace | 18 | 1.5% |
| AsbShng | 14 | 1.2% |
| Other values (6) | 22 | 1.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 414 | |
| wd | 179 | |
| metalsd | 174 | |
| hdboard | 164 | 12.1% |
| sdng | 148 | 10.9% |
| plywood | 118 | 8.7% |
| cmentbd | 46 | 3.4% |
| shng | 31 | 2.3% |
| stucco | 19 | 1.4% |
| brkface | 18 | 1.3% |
| Other values (8) | 41 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1407 | |
| S | 815 | 10.0% |
| l | 707 | 8.7% |
| n | 665 | 8.2% |
| y | 532 | 6.5% |
| o | 425 | 5.2% |
| V | 414 | 5.1% |
| i | 414 | 5.1% |
| a | 356 | 4.4% |
| t | 253 | 3.1% |
| Other values (23) | 2156 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8144 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1407 | |
| S | 815 | 10.0% |
| l | 707 | 8.7% |
| n | 665 | 8.2% |
| y | 532 | 6.5% |
| o | 425 | 5.2% |
| V | 414 | 5.1% |
| i | 414 | 5.1% |
| a | 356 | 4.4% |
| t | 253 | 3.1% |
| Other values (23) | 2156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8144 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1407 | |
| S | 815 | 10.0% |
| l | 707 | 8.7% |
| n | 665 | 8.2% |
| y | 532 | 6.5% |
| o | 425 | 5.2% |
| V | 414 | 5.1% |
| i | 414 | 5.1% |
| a | 356 | 4.4% |
| t | 253 | 3.1% |
| Other values (23) | 2156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8144 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1407 | |
| S | 815 | 10.0% |
| l | 707 | 8.7% |
| n | 665 | 8.2% |
| y | 532 | 6.5% |
| o | 425 | 5.2% |
| V | 414 | 5.1% |
| i | 414 | 5.1% |
| a | 356 | 4.4% |
| t | 253 | 3.1% |
| Other values (23) | 2156 |
MasVnrArea
Real number (ℝ)
Zeros
| Distinct | 297 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 5 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.09458 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 678 |
| Zeros (%) | 58.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 167.5 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 167.5 |
Descriptive statistics
| Standard deviation | 182.79412 |
|---|---|
| Coefficient of variation (CV) | 1.7229355 |
| Kurtosis | 9.6966818 |
| Mean | 106.09458 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6319161 |
| Sum | 123388 |
| Variance | 33413.69 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 108 | 7 | 0.6% |
| 72 | 6 | 0.5% |
| 180 | 6 | 0.5% |
| 200 | 6 | 0.5% |
| 80 | 5 | 0.4% |
| 106 | 5 | 0.4% |
| 16 | 5 | 0.4% |
| 120 | 5 | 0.4% |
| 100 | 4 | 0.3% |
| Other values (287) | 436 | |
| (Missing) | 5 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 16 | 5 | 0.4% |
| 18 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 30 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 | |
| 894 | 1 |
ExterQual
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 43 |
| Fa | 12 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 709 | |
| Gd | 404 | |
| Ex | 43 | 3.7% |
| Fa | 12 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 709 | |
| gd | 404 | |
| ex | 43 | 3.7% |
| fa | 12 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 709 | |
| A | 709 | |
| G | 404 | |
| d | 404 | |
| E | 43 | 1.8% |
| x | 43 | 1.8% |
| F | 12 | 0.5% |
| a | 12 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 709 | |
| A | 709 | |
| G | 404 | |
| d | 404 | |
| E | 43 | 1.8% |
| x | 43 | 1.8% |
| F | 12 | 0.5% |
| a | 12 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 709 | |
| A | 709 | |
| G | 404 | |
| d | 404 | |
| E | 43 | 1.8% |
| x | 43 | 1.8% |
| F | 12 | 0.5% |
| a | 12 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 709 | |
| A | 709 | |
| G | 404 | |
| d | 404 | |
| E | 43 | 1.8% |
| x | 43 | 1.8% |
| F | 12 | 0.5% |
| a | 12 | 0.5% |
ExterCond
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 25 |
| Ex | 2 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1026 | |
| Gd | 114 | 9.8% |
| Fa | 25 | 2.1% |
| Ex | 2 | 0.2% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1026 | |
| gd | 114 | 9.8% |
| fa | 25 | 2.1% |
| ex | 2 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1026 | |
| A | 1026 | |
| G | 114 | 4.9% |
| d | 114 | 4.9% |
| F | 25 | 1.1% |
| a | 25 | 1.1% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1026 | |
| A | 1026 | |
| G | 114 | 4.9% |
| d | 114 | 4.9% |
| F | 25 | 1.1% |
| a | 25 | 1.1% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1026 | |
| A | 1026 | |
| G | 114 | 4.9% |
| d | 114 | 4.9% |
| F | 25 | 1.1% |
| a | 25 | 1.1% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1026 | |
| A | 1026 | |
| G | 114 | 4.9% |
| d | 114 | 4.9% |
| F | 25 | 1.1% |
| a | 25 | 1.1% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 19 |
| Stone | 5 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5034247 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | CBlock |
| 4th row | PConc |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 531 | |
| CBlock | 505 | |
| BrkTil | 105 | 9.0% |
| Slab | 19 | 1.6% |
| Stone | 5 | 0.4% |
| Wood | 3 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 531 | |
| cblock | 505 | |
| brktil | 105 | 9.0% |
| slab | 19 | 1.6% |
| stone | 5 | 0.4% |
| wood | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1047 | |
| C | 1036 | |
| c | 1036 | |
| l | 629 | |
| B | 610 | |
| k | 610 | |
| n | 536 | |
| P | 531 | |
| i | 105 | 1.6% |
| T | 105 | 1.6% |
| Other values (8) | 183 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6428 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1047 | |
| C | 1036 | |
| c | 1036 | |
| l | 629 | |
| B | 610 | |
| k | 610 | |
| n | 536 | |
| P | 531 | |
| i | 105 | 1.6% |
| T | 105 | 1.6% |
| Other values (8) | 183 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6428 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1047 | |
| C | 1036 | |
| c | 1036 | |
| l | 629 | |
| B | 610 | |
| k | 610 | |
| n | 536 | |
| P | 531 | |
| i | 105 | 1.6% |
| T | 105 | 1.6% |
| Other values (8) | 183 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6428 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1047 | |
| C | 1036 | |
| c | 1036 | |
| l | 629 | |
| B | 610 | |
| k | 610 | |
| n | 536 | |
| P | 531 | |
| i | 105 | 1.6% |
| T | 105 | 1.6% |
| Other values (8) | 183 | 2.8% |
BsmtQual
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 22 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| TA | 537 | |
| Gd | 505 | |
| Ex | 104 | 8.9% |
| Fa | 22 | 1.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 537 | |
| gd | 505 | |
| ex | 104 | 8.9% |
| fa | 22 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 537 | |
| A | 537 | |
| G | 505 | |
| d | 505 | |
| E | 104 | 4.5% |
| x | 104 | 4.5% |
| F | 22 | 0.9% |
| a | 22 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 537 | |
| A | 537 | |
| G | 505 | |
| d | 505 | |
| E | 104 | 4.5% |
| x | 104 | 4.5% |
| F | 22 | 0.9% |
| a | 22 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 537 | |
| A | 537 | |
| G | 505 | |
| d | 505 | |
| E | 104 | 4.5% |
| x | 104 | 4.5% |
| F | 22 | 0.9% |
| a | 22 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 537 | |
| A | 537 | |
| G | 505 | |
| d | 505 | |
| E | 104 | 4.5% |
| x | 104 | 4.5% |
| F | 22 | 0.9% |
| a | 22 | 0.9% |
BsmtCond
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Gd | 48 |
| Fa | 35 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1083 | |
| Gd | 48 | 4.1% |
| Fa | 35 | 3.0% |
| Po | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1083 | |
| gd | 48 | 4.1% |
| fa | 35 | 3.0% |
| po | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1083 | |
| A | 1083 | |
| G | 48 | 2.1% |
| d | 48 | 2.1% |
| F | 35 | 1.5% |
| a | 35 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1083 | |
| A | 1083 | |
| G | 48 | 2.1% |
| d | 48 | 2.1% |
| F | 35 | 1.5% |
| a | 35 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1083 | |
| A | 1083 | |
| G | 48 | 2.1% |
| d | 48 | 2.1% |
| F | 35 | 1.5% |
| a | 35 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1083 | |
| A | 1083 | |
| G | 48 | 2.1% |
| d | 48 | 2.1% |
| F | 35 | 1.5% |
| a | 35 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
BsmtExposure
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mn |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Mn |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| No | 790 | |
| Av | 186 | 15.9% |
| Gd | 105 | 9.0% |
| Mn | 87 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 790 | |
| av | 186 | 15.9% |
| gd | 105 | 9.0% |
| mn | 87 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 790 | |
| o | 790 | |
| A | 186 | 8.0% |
| v | 186 | 8.0% |
| G | 105 | 4.5% |
| d | 105 | 4.5% |
| M | 87 | 3.7% |
| n | 87 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 790 | |
| o | 790 | |
| A | 186 | 8.0% |
| v | 186 | 8.0% |
| G | 105 | 4.5% |
| d | 105 | 4.5% |
| M | 87 | 3.7% |
| n | 87 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 790 | |
| o | 790 | |
| A | 186 | 8.0% |
| v | 186 | 8.0% |
| G | 105 | 4.5% |
| d | 105 | 4.5% |
| M | 87 | 3.7% |
| n | 87 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 790 | |
| o | 790 | |
| A | 186 | 8.0% |
| v | 186 | 8.0% |
| G | 105 | 4.5% |
| d | 105 | 4.5% |
| M | 87 | 3.7% |
| n | 87 | 3.7% |
BsmtFinType1
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | BLQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 384 | |
| GLQ | 331 | |
| ALQ | 176 | |
| BLQ | 114 | 9.8% |
| Rec | 101 | 8.6% |
| LwQ | 62 | 5.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 384 | |
| glq | 331 | |
| alq | 176 | |
| blq | 114 | 9.8% |
| rec | 101 | 8.6% |
| lwq | 62 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 683 | |
| Q | 683 | |
| U | 384 | |
| n | 384 | |
| f | 384 | |
| G | 331 | |
| A | 176 | 5.0% |
| B | 114 | 3.3% |
| R | 101 | 2.9% |
| e | 101 | 2.9% |
| Other values (2) | 163 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 683 | |
| Q | 683 | |
| U | 384 | |
| n | 384 | |
| f | 384 | |
| G | 331 | |
| A | 176 | 5.0% |
| B | 114 | 3.3% |
| R | 101 | 2.9% |
| e | 101 | 2.9% |
| Other values (2) | 163 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 683 | |
| Q | 683 | |
| U | 384 | |
| n | 384 | |
| f | 384 | |
| G | 331 | |
| A | 176 | 5.0% |
| B | 114 | 3.3% |
| R | 101 | 2.9% |
| e | 101 | 2.9% |
| Other values (2) | 163 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 683 | |
| Q | 683 | |
| U | 384 | |
| n | 384 | |
| f | 384 | |
| G | 331 | |
| A | 176 | 5.0% |
| B | 114 | 3.3% |
| R | 101 | 2.9% |
| e | 101 | 2.9% |
| Other values (2) | 163 | 4.7% |
BsmtFinSF1
Real number (ℝ)
High correlation Zeros
| Distinct | 541 |
|---|---|
| Distinct (%) | 46.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 436.7714 |
| Minimum | 0 |
|---|---|
| Maximum | 2260 |
| Zeros | 384 |
| Zeros (%) | 32.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 377.5 |
| Q3 | 706 |
| 95-th percentile | 1274 |
| Maximum | 2260 |
| Range | 2260 |
| Interquartile range (IQR) | 706 |
Descriptive statistics
| Standard deviation | 440.00448 |
|---|---|
| Coefficient of variation (CV) | 1.0074022 |
| Kurtosis | 0.1012883 |
| Mean | 436.7714 |
| Median Absolute Deviation (MAD) | 377.5 |
| Skewness | 0.8295884 |
| Sum | 510149 |
| Variance | 193603.94 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 24 | 10 | 0.9% |
| 16 | 5 | 0.4% |
| 504 | 4 | 0.3% |
| 662 | 4 | 0.3% |
| 641 | 4 | 0.3% |
| 384 | 4 | 0.3% |
| 360 | 4 | 0.3% |
| 600 | 4 | 0.3% |
| 560 | 4 | 0.3% |
| Other values (531) | 741 |
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 2 | 1 | 0.1% |
| 16 | 5 | 0.4% |
| 20 | 3 | 0.3% |
| 24 | 10 | 0.9% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 2 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 | |
| 1646 | 1 | |
| 1636 | 1 |
BsmtFinType2
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Unf | |
|---|---|
| Rec | 46 |
| LwQ | 36 |
| BLQ | 27 |
| ALQ | 16 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1029 | |
| Rec | 46 | 3.9% |
| LwQ | 36 | 3.1% |
| BLQ | 27 | 2.3% |
| ALQ | 16 | 1.4% |
| GLQ | 14 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1029 | |
| rec | 46 | 3.9% |
| lwq | 36 | 3.1% |
| blq | 27 | 2.3% |
| alq | 16 | 1.4% |
| glq | 14 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 1029 | |
| n | 1029 | |
| f | 1029 | |
| L | 93 | 2.7% |
| Q | 93 | 2.7% |
| R | 46 | 1.3% |
| e | 46 | 1.3% |
| c | 46 | 1.3% |
| w | 36 | 1.0% |
| B | 27 | 0.8% |
| Other values (2) | 30 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 1029 | |
| n | 1029 | |
| f | 1029 | |
| L | 93 | 2.7% |
| Q | 93 | 2.7% |
| R | 46 | 1.3% |
| e | 46 | 1.3% |
| c | 46 | 1.3% |
| w | 36 | 1.0% |
| B | 27 | 0.8% |
| Other values (2) | 30 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 1029 | |
| n | 1029 | |
| f | 1029 | |
| L | 93 | 2.7% |
| Q | 93 | 2.7% |
| R | 46 | 1.3% |
| e | 46 | 1.3% |
| c | 46 | 1.3% |
| w | 36 | 1.0% |
| B | 27 | 0.8% |
| Other values (2) | 30 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 1029 | |
| n | 1029 | |
| f | 1029 | |
| L | 93 | 2.7% |
| Q | 93 | 2.7% |
| R | 46 | 1.3% |
| e | 46 | 1.3% |
| c | 46 | 1.3% |
| w | 36 | 1.0% |
| B | 27 | 0.8% |
| Other values (2) | 30 | 0.9% |
BsmtUnfSF
Real number (ℝ)
High correlation Zeros
| Distinct | 680 |
|---|---|
| Distinct (%) | 58.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 578.84247 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 95 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 237.75 |
| median | 493 |
| Q3 | 816.5 |
| 95-th percentile | 1489 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 578.75 |
Descriptive statistics
| Standard deviation | 446.34566 |
|---|---|
| Coefficient of variation (CV) | 0.77110041 |
| Kurtosis | 0.4098193 |
| Mean | 578.84247 |
| Median Absolute Deviation (MAD) | 292.5 |
| Skewness | 0.89256904 |
| Sum | 676088 |
| Variance | 199224.45 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 95 | 8.1% |
| 728 | 7 | 0.6% |
| 384 | 6 | 0.5% |
| 600 | 6 | 0.5% |
| 300 | 6 | 0.5% |
| 440 | 6 | 0.5% |
| 625 | 5 | 0.4% |
| 572 | 5 | 0.4% |
| 264 | 5 | 0.4% |
| 270 | 5 | 0.4% |
| Other values (670) | 1022 |
| Value | Count | Frequency (%) |
| 0 | 95 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2002 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 | |
| 1905 | 1 | |
| 1869 | 1 |
Heating
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| GasA | |
|---|---|
| GasW | 10 |
| Grav | 6 |
| Wall | 3 |
| Floor | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0008562 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1148 | |
| GasW | 10 | 0.9% |
| Grav | 6 | 0.5% |
| Wall | 3 | 0.3% |
| Floor | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1148 | |
| gasw | 10 | 0.9% |
| grav | 6 | 0.5% |
| wall | 3 | 0.3% |
| floor | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1167 | |
| G | 1164 | |
| s | 1158 | |
| A | 1148 | |
| W | 13 | 0.3% |
| r | 7 | 0.1% |
| l | 7 | 0.1% |
| v | 6 | 0.1% |
| o | 2 | < 0.1% |
| F | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4673 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1167 | |
| G | 1164 | |
| s | 1158 | |
| A | 1148 | |
| W | 13 | 0.3% |
| r | 7 | 0.1% |
| l | 7 | 0.1% |
| v | 6 | 0.1% |
| o | 2 | < 0.1% |
| F | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4673 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1167 | |
| G | 1164 | |
| s | 1158 | |
| A | 1148 | |
| W | 13 | 0.3% |
| r | 7 | 0.1% |
| l | 7 | 0.1% |
| v | 6 | 0.1% |
| o | 2 | < 0.1% |
| F | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4673 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1167 | |
| G | 1164 | |
| s | 1158 | |
| A | 1148 | |
| W | 13 | 0.3% |
| r | 7 | 0.1% |
| l | 7 | 0.1% |
| v | 6 | 0.1% |
| o | 2 | < 0.1% |
| F | 1 | < 0.1% |
HeatingQC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 40 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | TA |
| 3rd row | Ex |
| 4th row | Ex |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 602 | |
| TA | 340 | |
| Gd | 185 | 15.8% |
| Fa | 40 | 3.4% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 602 | |
| ta | 340 | |
| gd | 185 | 15.8% |
| fa | 40 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 602 | |
| x | 602 | |
| T | 340 | |
| A | 340 | |
| G | 185 | 7.9% |
| d | 185 | 7.9% |
| F | 40 | 1.7% |
| a | 40 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 602 | |
| x | 602 | |
| T | 340 | |
| A | 340 | |
| G | 185 | 7.9% |
| d | 185 | 7.9% |
| F | 40 | 1.7% |
| a | 40 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 602 | |
| x | 602 | |
| T | 340 | |
| A | 340 | |
| G | 185 | 7.9% |
| d | 185 | 7.9% |
| F | 40 | 1.7% |
| a | 40 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 602 | |
| x | 602 | |
| T | 340 | |
| A | 340 | |
| G | 185 | 7.9% |
| d | 185 | 7.9% |
| F | 40 | 1.7% |
| a | 40 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
CentralAir
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.3 KiB |
| True | |
|---|---|
| False | 72 |
| Value | Count | Frequency (%) |
| True | 1096 | |
| False | 72 | 6.2% |
Electrical
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| SBrkr | |
|---|---|
| FuseA | 74 |
| FuseF | 20 |
| FuseP | 2 |
| Mix | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9982877 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | FuseA |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1071 | |
| FuseA | 74 | 6.3% |
| FuseF | 20 | 1.7% |
| FuseP | 2 | 0.2% |
| Mix | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1071 | |
| fusea | 74 | 6.3% |
| fusef | 20 | 1.7% |
| fusep | 2 | 0.2% |
| mix | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2142 | |
| S | 1071 | |
| B | 1071 | |
| k | 1071 | |
| F | 116 | 2.0% |
| u | 96 | 1.6% |
| s | 96 | 1.6% |
| e | 96 | 1.6% |
| A | 74 | 1.3% |
| P | 2 | < 0.1% |
| Other values (3) | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5838 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2142 | |
| S | 1071 | |
| B | 1071 | |
| k | 1071 | |
| F | 116 | 2.0% |
| u | 96 | 1.6% |
| s | 96 | 1.6% |
| e | 96 | 1.6% |
| A | 74 | 1.3% |
| P | 2 | < 0.1% |
| Other values (3) | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5838 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2142 | |
| S | 1071 | |
| B | 1071 | |
| k | 1071 | |
| F | 116 | 2.0% |
| u | 96 | 1.6% |
| s | 96 | 1.6% |
| e | 96 | 1.6% |
| A | 74 | 1.3% |
| P | 2 | < 0.1% |
| Other values (3) | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5838 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2142 | |
| S | 1071 | |
| B | 1071 | |
| k | 1071 | |
| F | 116 | 2.0% |
| u | 96 | 1.6% |
| s | 96 | 1.6% |
| e | 96 | 1.6% |
| A | 74 | 1.3% |
| P | 2 | < 0.1% |
| Other values (3) | 3 | 0.1% |
2ndFlrSF
Real number (ℝ)
Zeros
| Distinct | 350 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 342.2286 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 671 |
| Zeros (%) | 57.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.65 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.67823 |
|---|---|
| Coefficient of variation (CV) | 1.275984 |
| Kurtosis | -0.4901961 |
| Mean | 342.2286 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.84399281 |
| Sum | 399723 |
| Variance | 190687.87 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 671 | |
| 728 | 9 | 0.8% |
| 546 | 8 | 0.7% |
| 600 | 7 | 0.6% |
| 720 | 6 | 0.5% |
| 896 | 6 | 0.5% |
| 840 | 5 | 0.4% |
| 672 | 5 | 0.4% |
| 756 | 5 | 0.4% |
| 551 | 4 | 0.3% |
| Other values (340) | 442 |
| Value | Count | Frequency (%) |
| 0 | 671 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 252 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 | |
| 1479 | 1 | |
| 1440 | 1 |
BsmtFullBath
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 677 | |
| 1 | 478 | |
| 2 | 13 | 1.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 624 | |
| 1 | 508 | |
| 3 | 29 | 2.5% |
| 0 | 7 | 0.6% |
HalfBath
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 10 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 431 | |
| 2 | 10 | 0.9% |
BedroomAbvGr
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.864726 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 5 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81156313 |
|---|---|
| Coefficient of variation (CV) | 0.2832952 |
| Kurtosis | 2.5205991 |
| Mean | 2.864726 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.22291977 |
| Sum | 3346 |
| Variance | 0.65863471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 653 | |
| 2 | 282 | |
| 4 | 165 | 14.1% |
| 1 | 40 | 3.4% |
| 5 | 17 | 1.5% |
| 0 | 5 | 0.4% |
| 6 | 5 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.4% |
| 1 | 40 | 3.4% |
| 2 | 282 | |
| 3 | 653 | |
| 4 | 165 | 14.1% |
| 5 | 17 | 1.5% |
| 6 | 5 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 5 | 0.4% |
| 5 | 17 | 1.5% |
| 4 | 165 | 14.1% |
| 3 | 653 | |
| 2 | 282 | |
| 1 | 40 | 3.4% |
| 0 | 5 | 0.4% |
KitchenAbvGr
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 1 | |
|---|---|
| 2 | 57 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1110 | |
| 2 | 57 | 4.9% |
| 3 | 1 | 0.1% |
KitchenQual
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 30 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 577 | |
| Gd | 478 | |
| Ex | 83 | 7.1% |
| Fa | 30 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 577 | |
| gd | 478 | |
| ex | 83 | 7.1% |
| fa | 30 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 577 | |
| A | 577 | |
| G | 478 | |
| d | 478 | |
| E | 83 | 3.6% |
| x | 83 | 3.6% |
| F | 30 | 1.3% |
| a | 30 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 577 | |
| A | 577 | |
| G | 478 | |
| d | 478 | |
| E | 83 | 3.6% |
| x | 83 | 3.6% |
| F | 30 | 1.3% |
| a | 30 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 577 | |
| A | 577 | |
| G | 478 | |
| d | 478 | |
| E | 83 | 3.6% |
| x | 83 | 3.6% |
| F | 30 | 1.3% |
| a | 30 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 577 | |
| A | 577 | |
| G | 478 | |
| d | 478 | |
| E | 83 | 3.6% |
| x | 83 | 3.6% |
| F | 30 | 1.3% |
| a | 30 | 1.3% |
Functional
Categorical
Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Typ | |
|---|---|
| Min2 | 29 |
| Min1 | 25 |
| Mod | 15 |
| Maj1 | 12 |
| Other values (2) | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0607877 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Typ |
|---|---|
| 2nd row | Typ |
| 3rd row | Typ |
| 4th row | Typ |
| 5th row | Typ |
Common Values
| Value | Count | Frequency (%) |
| Typ | 1081 | |
| Min2 | 29 | 2.5% |
| Min1 | 25 | 2.1% |
| Mod | 15 | 1.3% |
| Maj1 | 12 | 1.0% |
| Maj2 | 5 | 0.4% |
| Sev | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| typ | 1081 | |
| min2 | 29 | 2.5% |
| min1 | 25 | 2.1% |
| mod | 15 | 1.3% |
| maj1 | 12 | 1.0% |
| maj2 | 5 | 0.4% |
| sev | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1081 | |
| y | 1081 | |
| p | 1081 | |
| M | 86 | 2.4% |
| i | 54 | 1.5% |
| n | 54 | 1.5% |
| 1 | 37 | 1.0% |
| 2 | 34 | 1.0% |
| a | 17 | 0.5% |
| j | 17 | 0.5% |
| Other values (5) | 33 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3575 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1081 | |
| y | 1081 | |
| p | 1081 | |
| M | 86 | 2.4% |
| i | 54 | 1.5% |
| n | 54 | 1.5% |
| 1 | 37 | 1.0% |
| 2 | 34 | 1.0% |
| a | 17 | 0.5% |
| j | 17 | 0.5% |
| Other values (5) | 33 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3575 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1081 | |
| y | 1081 | |
| p | 1081 | |
| M | 86 | 2.4% |
| i | 54 | 1.5% |
| n | 54 | 1.5% |
| 1 | 37 | 1.0% |
| 2 | 34 | 1.0% |
| a | 17 | 0.5% |
| j | 17 | 0.5% |
| Other values (5) | 33 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3575 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1081 | |
| y | 1081 | |
| p | 1081 | |
| M | 86 | 2.4% |
| i | 54 | 1.5% |
| n | 54 | 1.5% |
| 1 | 37 | 1.0% |
| 2 | 34 | 1.0% |
| a | 17 | 0.5% |
| j | 17 | 0.5% |
| Other values (5) | 33 | 0.9% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 519 | |
| 2 | 94 | 8.0% |
| 3 | 2 | 0.2% |
GarageType
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | 72 |
| Basment | 15 |
| CarPort | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0804795 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Basment |
| 4th row | Attchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 767 | |
| Detchd | 302 | 25.9% |
| BuiltIn | 72 | 6.2% |
| Basment | 15 | 1.3% |
| CarPort | 7 | 0.6% |
| 2Types | 5 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 767 | |
| detchd | 302 | 25.9% |
| builtin | 72 | 6.2% |
| basment | 15 | 1.3% |
| carport | 7 | 0.6% |
| 2types | 5 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1930 | |
| c | 1069 | |
| h | 1069 | |
| d | 1069 | |
| A | 767 | 10.8% |
| e | 322 | 4.5% |
| D | 302 | 4.3% |
| n | 87 | 1.2% |
| B | 87 | 1.2% |
| u | 72 | 1.0% |
| Other values (14) | 328 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7102 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1930 | |
| c | 1069 | |
| h | 1069 | |
| d | 1069 | |
| A | 767 | 10.8% |
| e | 322 | 4.5% |
| D | 302 | 4.3% |
| n | 87 | 1.2% |
| B | 87 | 1.2% |
| u | 72 | 1.0% |
| Other values (14) | 328 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7102 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1930 | |
| c | 1069 | |
| h | 1069 | |
| d | 1069 | |
| A | 767 | 10.8% |
| e | 322 | 4.5% |
| D | 302 | 4.3% |
| n | 87 | 1.2% |
| B | 87 | 1.2% |
| u | 72 | 1.0% |
| Other values (14) | 328 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7102 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1930 | |
| c | 1069 | |
| h | 1069 | |
| d | 1069 | |
| A | 767 | 10.8% |
| e | 322 | 4.5% |
| D | 302 | 4.3% |
| n | 87 | 1.2% |
| B | 87 | 1.2% |
| u | 72 | 1.0% |
| Other values (14) | 328 | 4.6% |
GarageFinish
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fin |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 539 | |
| RFn | 348 | |
| Fin | 281 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 539 | |
| rfn | 348 | |
| fin | 281 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1168 | |
| F | 629 | |
| U | 539 | |
| f | 539 | |
| R | 348 | 9.9% |
| i | 281 | 8.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1168 | |
| F | 629 | |
| U | 539 | |
| f | 539 | |
| R | 348 | 9.9% |
| i | 281 | 8.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1168 | |
| F | 629 | |
| U | 539 | |
| f | 539 | |
| R | 348 | 9.9% |
| i | 281 | 8.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1168 | |
| F | 629 | |
| U | 539 | |
| f | 539 | |
| R | 348 | 9.9% |
| i | 281 | 8.0% |
GarageQual
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Fa | 39 |
| Gd | 12 |
| Po | 3 |
| Ex | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1113 | |
| Fa | 39 | 3.3% |
| Gd | 12 | 1.0% |
| Po | 3 | 0.3% |
| Ex | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1113 | |
| fa | 39 | 3.3% |
| gd | 12 | 1.0% |
| po | 3 | 0.3% |
| ex | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1113 | |
| A | 1113 | |
| F | 39 | 1.7% |
| a | 39 | 1.7% |
| G | 12 | 0.5% |
| d | 12 | 0.5% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1113 | |
| A | 1113 | |
| F | 39 | 1.7% |
| a | 39 | 1.7% |
| G | 12 | 0.5% |
| d | 12 | 0.5% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1113 | |
| A | 1113 | |
| F | 39 | 1.7% |
| a | 39 | 1.7% |
| G | 12 | 0.5% |
| d | 12 | 0.5% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1113 | |
| A | 1113 | |
| F | 39 | 1.7% |
| a | 39 | 1.7% |
| G | 12 | 0.5% |
| d | 12 | 0.5% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
GarageCond
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| TA | |
|---|---|
| Fa | 28 |
| Gd | 8 |
| Po | 6 |
| Ex | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1125 | |
| Fa | 28 | 2.4% |
| Gd | 8 | 0.7% |
| Po | 6 | 0.5% |
| Ex | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1125 | |
| fa | 28 | 2.4% |
| gd | 8 | 0.7% |
| po | 6 | 0.5% |
| ex | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1125 | |
| A | 1125 | |
| F | 28 | 1.2% |
| a | 28 | 1.2% |
| G | 8 | 0.3% |
| d | 8 | 0.3% |
| P | 6 | 0.3% |
| o | 6 | 0.3% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1125 | |
| A | 1125 | |
| F | 28 | 1.2% |
| a | 28 | 1.2% |
| G | 8 | 0.3% |
| d | 8 | 0.3% |
| P | 6 | 0.3% |
| o | 6 | 0.3% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1125 | |
| A | 1125 | |
| F | 28 | 1.2% |
| a | 28 | 1.2% |
| G | 8 | 0.3% |
| d | 8 | 0.3% |
| P | 6 | 0.3% |
| o | 6 | 0.3% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1125 | |
| A | 1125 | |
| F | 28 | 1.2% |
| a | 28 | 1.2% |
| G | 8 | 0.3% |
| d | 8 | 0.3% |
| P | 6 | 0.3% |
| o | 6 | 0.3% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
PavedDrive
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Y | |
|---|---|
| N | 69 |
| P | 19 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 1080 | |
| N | 69 | 5.9% |
| P | 19 | 1.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 1080 | |
| n | 69 | 5.9% |
| p | 19 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 1080 | |
| N | 69 | 5.9% |
| P | 19 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 1080 | |
| N | 69 | 5.9% |
| P | 19 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 1080 | |
| N | 69 | 5.9% |
| P | 19 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 1080 | |
| N | 69 | 5.9% |
| P | 19 | 1.6% |
WoodDeckSF
Real number (ℝ)
Zeros
| Distinct | 238 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.364726 |
| Minimum | 0 |
|---|---|
| Maximum | 670 |
| Zeros | 601 |
| Zeros (%) | 51.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 670 |
| Range | 670 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 123.21521 |
|---|---|
| Coefficient of variation (CV) | 1.2920418 |
| Kurtosis | 1.7322869 |
| Mean | 95.364726 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3476402 |
| Sum | 111386 |
| Variance | 15181.989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 601 | |
| 192 | 31 | 2.7% |
| 100 | 29 | 2.5% |
| 144 | 28 | 2.4% |
| 120 | 26 | 2.2% |
| 168 | 24 | 2.1% |
| 208 | 10 | 0.9% |
| 140 | 10 | 0.9% |
| 224 | 9 | 0.8% |
| 240 | 9 | 0.8% |
| Other values (228) | 391 |
| Value | Count | Frequency (%) |
| 0 | 601 | |
| 12 | 1 | 0.1% |
| 24 | 2 | 0.2% |
| 26 | 2 | 0.2% |
| 28 | 2 | 0.2% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 36 | 3 | 0.3% |
| 38 | 1 | 0.1% |
| 40 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 670 | 1 | |
| 668 | 1 | |
| 635 | 1 | |
| 576 | 1 | |
| 574 | 1 | |
| 550 | 1 | |
| 536 | 1 | |
| 519 | 1 | |
| 517 | 1 | |
| 511 | 1 |
OpenPorchSF
Real number (ℝ)
Zeros
| Distinct | 187 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.842466 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 502 |
| Zeros (%) | 43.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 28 |
| Q3 | 69 |
| 95-th percentile | 184.65 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 69 |
Descriptive statistics
| Standard deviation | 68.477512 |
|---|---|
| Coefficient of variation (CV) | 1.4020077 |
| Kurtosis | 8.7084018 |
| Mean | 48.842466 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 2.4056306 |
| Sum | 57048 |
| Variance | 4689.1697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 502 | |
| 36 | 27 | 2.3% |
| 45 | 17 | 1.5% |
| 48 | 17 | 1.5% |
| 40 | 15 | 1.3% |
| 20 | 15 | 1.3% |
| 24 | 14 | 1.2% |
| 39 | 13 | 1.1% |
| 30 | 13 | 1.1% |
| 50 | 12 | 1.0% |
| Other values (177) | 523 |
| Value | Count | Frequency (%) |
| 0 | 502 | |
| 4 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 12 | 3 | 0.3% |
| 15 | 1 | 0.1% |
| 16 | 6 | 0.5% |
| 17 | 2 | 0.2% |
| 18 | 4 | 0.3% |
| 20 | 15 | 1.3% |
| 21 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 364 | 1 | |
| 341 | 1 | |
| 319 | 1 | |
| 312 | 2 | |
| 304 | 1 |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2636986 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 18.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.6814257 |
|---|---|
| Coefficient of variation (CV) | 0.42808983 |
| Kurtosis | -0.37170284 |
| Mean | 6.2636986 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.23305879 |
| Sum | 7316 |
| Variance | 7.1900435 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 207 | |
| 7 | 182 | |
| 5 | 165 | |
| 4 | 121 | |
| 8 | 96 | |
| 3 | 85 | |
| 10 | 71 | 6.1% |
| 11 | 60 | 5.1% |
| 9 | 49 | 4.2% |
| 1 | 47 | 4.0% |
| Other values (2) | 85 |
| Value | Count | Frequency (%) |
| 1 | 47 | 4.0% |
| 2 | 41 | 3.5% |
| 3 | 85 | |
| 4 | 121 | |
| 5 | 165 | |
| 6 | 207 | |
| 7 | 182 | |
| 8 | 96 | |
| 9 | 49 | 4.2% |
| 10 | 71 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 44 | 3.8% |
| 11 | 60 | 5.1% |
| 10 | 71 | 6.1% |
| 9 | 49 | 4.2% |
| 8 | 96 | |
| 7 | 182 | |
| 6 | 207 | |
| 5 | 165 | |
| 4 | 121 | |
| 3 | 85 |
YrSold
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| 2009 | |
|---|---|
| 2007 | |
| 2006 | |
| 2008 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2006 |
|---|---|
| 2nd row | 2010 |
| 3rd row | 2009 |
| 4th row | 2010 |
| 5th row | 2009 |
Common Values
| Value | Count | Frequency (%) |
| 2009 | 273 | |
| 2007 | 271 | |
| 2006 | 245 | |
| 2008 | 228 | |
| 2010 | 151 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2009 | 273 | |
| 2007 | 271 | |
| 2006 | 245 | |
| 2008 | 228 | |
| 2010 | 151 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2336 | |
| 2 | 1168 | |
| 9 | 273 | 5.8% |
| 7 | 271 | 5.8% |
| 6 | 245 | 5.2% |
| 8 | 228 | 4.9% |
| 1 | 151 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2336 | |
| 2 | 1168 | |
| 9 | 273 | 5.8% |
| 7 | 271 | 5.8% |
| 6 | 245 | 5.2% |
| 8 | 228 | 4.9% |
| 1 | 151 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2336 | |
| 2 | 1168 | |
| 9 | 273 | 5.8% |
| 7 | 271 | 5.8% |
| 6 | 245 | 5.2% |
| 8 | 228 | 4.9% |
| 1 | 151 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4672 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2336 | |
| 2 | 1168 | |
| 9 | 273 | 5.8% |
| 7 | 271 | 5.8% |
| 6 | 245 | 5.2% |
| 8 | 228 | 4.9% |
| 1 | 151 | 3.2% |
SaleType
Categorical
Imbalance
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| WD | |
|---|---|
| New | 99 |
| COD | 34 |
| ConLD | 6 |
| ConLw | 4 |
| Other values (4) | 11 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1541096 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | New |
|---|---|
| 2nd row | WD |
| 3rd row | COD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1014 | |
| New | 99 | 8.5% |
| COD | 34 | 2.9% |
| ConLD | 6 | 0.5% |
| ConLw | 4 | 0.3% |
| CWD | 4 | 0.3% |
| ConLI | 3 | 0.3% |
| Oth | 2 | 0.2% |
| Con | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1014 | |
| new | 99 | 8.5% |
| cod | 34 | 2.9% |
| conld | 6 | 0.5% |
| conlw | 4 | 0.3% |
| cwd | 4 | 0.3% |
| conli | 3 | 0.3% |
| oth | 2 | 0.2% |
| con | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1058 | |
| W | 1018 | |
| w | 103 | 4.1% |
| N | 99 | 3.9% |
| e | 99 | 3.9% |
| C | 53 | 2.1% |
| O | 36 | 1.4% |
| o | 15 | 0.6% |
| n | 15 | 0.6% |
| L | 13 | 0.5% |
| Other values (3) | 7 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2516 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 1058 | |
| W | 1018 | |
| w | 103 | 4.1% |
| N | 99 | 3.9% |
| e | 99 | 3.9% |
| C | 53 | 2.1% |
| O | 36 | 1.4% |
| o | 15 | 0.6% |
| n | 15 | 0.6% |
| L | 13 | 0.5% |
| Other values (3) | 7 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2516 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 1058 | |
| W | 1018 | |
| w | 103 | 4.1% |
| N | 99 | 3.9% |
| e | 99 | 3.9% |
| C | 53 | 2.1% |
| O | 36 | 1.4% |
| o | 15 | 0.6% |
| n | 15 | 0.6% |
| L | 13 | 0.5% |
| Other values (3) | 7 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2516 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 1058 | |
| W | 1018 | |
| w | 103 | 4.1% |
| N | 99 | 3.9% |
| e | 99 | 3.9% |
| C | 53 | 2.1% |
| O | 36 | 1.4% |
| o | 15 | 0.6% |
| n | 15 | 0.6% |
| L | 13 | 0.5% |
| Other values (3) | 7 | 0.3% |
SaleCondition
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.2 KiB |
| Normal | |
|---|---|
| Partial | |
| Abnorml | 85 |
| Family | 16 |
| Alloca | 9 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1618151 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Partial |
|---|---|
| 2nd row | Normal |
| 3rd row | Abnorml |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 954 | |
| Partial | 101 | 8.6% |
| Abnorml | 85 | 7.3% |
| Family | 16 | 1.4% |
| Alloca | 9 | 0.8% |
| AdjLand | 3 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 954 | |
| partial | 101 | 8.6% |
| abnorml | 85 | 7.3% |
| family | 16 | 1.4% |
| alloca | 9 | 0.8% |
| adjland | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1184 | |
| l | 1174 | |
| r | 1140 | |
| m | 1055 | |
| o | 1048 | |
| N | 954 | |
| i | 117 | 1.6% |
| P | 101 | 1.4% |
| t | 101 | 1.4% |
| A | 97 | 1.3% |
| Other values (8) | 226 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7197 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1184 | |
| l | 1174 | |
| r | 1140 | |
| m | 1055 | |
| o | 1048 | |
| N | 954 | |
| i | 117 | 1.6% |
| P | 101 | 1.4% |
| t | 101 | 1.4% |
| A | 97 | 1.3% |
| Other values (8) | 226 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7197 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1184 | |
| l | 1174 | |
| r | 1140 | |
| m | 1055 | |
| o | 1048 | |
| N | 954 | |
| i | 117 | 1.6% |
| P | 101 | 1.4% |
| t | 101 | 1.4% |
| A | 97 | 1.3% |
| Other values (8) | 226 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7197 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1184 | |
| l | 1174 | |
| r | 1140 | |
| m | 1055 | |
| o | 1048 | |
| N | 954 | |
| i | 117 | 1.6% |
| P | 101 | 1.4% |
| t | 101 | 1.4% |
| A | 97 | 1.3% |
| Other values (8) | 226 | 3.1% |
Interactions
Correlations
| 2ndFlrSF | BedroomAbvGr | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | ExterCond | ExterQual | Exterior1st | Exterior2nd | Fireplaces | Foundation | FullBath | Functional | GarageCond | GarageFinish | GarageQual | GarageType | HalfBath | Heating | HeatingQC | HouseStyle | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | MSSubClass | MSZoning | MasVnrArea | MoSold | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | RoofMatl | RoofStyle | SaleCondition | SaleType | Street | Utilities | WoodDeckSF | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2ndFlrSF | 1.000 | 0.496 | 0.126 | 0.068 | 0.153 | -0.204 | 0.126 | 0.000 | 0.156 | 0.215 | 0.058 | 0.018 | 0.044 | 0.123 | 0.000 | 0.000 | 0.205 | 0.098 | 0.137 | 0.149 | 0.162 | 0.409 | 0.000 | 0.000 | 0.216 | 0.000 | 0.256 | 0.442 | 0.029 | 0.114 | 0.447 | 0.074 | 0.186 | 0.080 | 0.043 | 0.106 | 0.048 | 0.048 | 0.133 | 0.492 | 0.155 | 0.053 | 0.029 | 0.253 | 0.220 | -0.015 | 0.276 | 0.089 | 0.126 | 0.117 | 0.050 | 0.000 | 0.000 | 0.000 | 0.074 | 0.070 | 0.046 |
| BedroomAbvGr | 0.496 | 1.000 | 0.296 | 0.115 | 0.090 | -0.088 | 0.115 | 0.000 | 0.287 | 0.071 | 0.159 | 0.164 | 0.000 | 0.000 | 0.080 | 0.000 | 0.183 | 0.090 | 0.078 | 0.107 | 0.091 | 0.450 | 0.024 | 0.018 | 0.113 | 0.045 | 0.161 | 0.255 | 0.108 | 0.035 | 0.247 | 0.285 | 0.163 | 0.093 | 0.119 | 0.316 | 0.000 | 0.328 | 0.036 | 0.063 | 0.191 | 0.130 | 0.040 | 0.200 | 0.087 | -0.023 | 0.122 | 0.111 | 0.096 | 0.152 | 0.134 | 0.000 | 0.000 | 0.000 | 0.064 | -0.062 | 0.000 |
| BldgType | 0.126 | 0.296 | 1.000 | 0.021 | 0.047 | 0.000 | 0.105 | 0.016 | 0.201 | 0.177 | 0.101 | 0.309 | 0.079 | 0.158 | 0.100 | 0.107 | 0.185 | 0.154 | 0.196 | 0.118 | 0.187 | 0.109 | 0.066 | 0.000 | 0.201 | 0.060 | 0.130 | 0.255 | 0.077 | 0.114 | 0.150 | 0.596 | 0.158 | 0.088 | 0.043 | 0.040 | 0.070 | 0.315 | 0.083 | 0.846 | 0.205 | 0.000 | 0.035 | 0.405 | 0.000 | 0.134 | 0.127 | 0.138 | 0.031 | 0.044 | 0.155 | 0.070 | 0.138 | 0.000 | 0.074 | 0.197 | 0.000 |
| BsmtCond | 0.068 | 0.115 | 0.021 | 1.000 | 0.052 | 0.000 | 0.092 | 0.026 | 0.043 | 0.211 | 0.067 | 0.238 | 0.024 | 0.031 | 0.422 | 0.229 | 0.163 | 0.121 | 0.090 | 0.032 | 0.138 | 0.162 | 0.225 | 0.196 | 0.110 | 0.230 | 0.065 | 0.000 | 0.028 | 0.083 | 0.085 | 0.000 | 0.126 | 0.065 | 0.138 | 0.000 | 0.036 | 0.000 | 0.038 | 0.055 | 0.083 | 0.000 | 0.000 | 0.132 | 0.000 | 0.475 | 0.313 | 0.154 | 0.066 | 0.063 | 0.053 | 0.123 | 0.000 | 0.000 | 0.000 | 0.105 | 0.063 |
| BsmtExposure | 0.153 | 0.090 | 0.047 | 0.052 | 1.000 | 0.236 | 0.200 | 0.092 | 0.240 | 0.199 | 0.099 | 0.077 | 0.075 | 0.000 | 0.055 | 0.000 | 0.161 | 0.111 | 0.128 | 0.123 | 0.134 | 0.088 | 0.021 | 0.068 | 0.179 | 0.053 | 0.131 | 0.060 | 0.000 | 0.100 | 0.223 | 0.041 | 0.148 | 0.196 | 0.234 | 0.151 | 0.060 | 0.115 | 0.090 | 0.193 | 0.060 | 0.087 | 0.040 | 0.267 | 0.007 | 0.095 | 0.179 | 0.082 | 0.138 | 0.132 | 0.093 | 0.119 | 0.108 | 0.000 | 0.186 | 0.160 | 0.028 |
| BsmtFinSF1 | -0.204 | -0.088 | 0.000 | 0.000 | 0.236 | 1.000 | 0.409 | 0.108 | 0.501 | 0.262 | -0.571 | 0.152 | 0.047 | 0.171 | 0.026 | 0.000 | 0.224 | 0.106 | 0.122 | 0.166 | 0.164 | 0.189 | 0.000 | 0.000 | 0.225 | 0.000 | 0.117 | 0.062 | 0.000 | 0.073 | 0.111 | 0.000 | 0.232 | 0.109 | 0.124 | 0.186 | 0.064 | 0.143 | 0.119 | -0.116 | 0.079 | 0.250 | -0.028 | 0.179 | 0.067 | -0.012 | 0.124 | 0.120 | 0.019 | 0.091 | 0.122 | 0.127 | 0.061 | 0.000 | 0.155 | 0.058 | 0.000 |
| BsmtFinType1 | 0.126 | 0.115 | 0.105 | 0.092 | 0.200 | 0.409 | 1.000 | 0.227 | 0.434 | 0.318 | 0.264 | 0.186 | 0.051 | 0.011 | 0.105 | 0.069 | 0.279 | 0.200 | 0.205 | 0.113 | 0.285 | 0.226 | 0.096 | 0.074 | 0.242 | 0.068 | 0.147 | 0.000 | 0.030 | 0.201 | 0.156 | 0.080 | 0.277 | 0.091 | 0.045 | 0.000 | 0.058 | 0.034 | 0.033 | 0.181 | 0.123 | 0.102 | 0.015 | 0.300 | 0.056 | 0.171 | 0.224 | 0.163 | 0.067 | 0.066 | 0.095 | 0.099 | 0.000 | 0.000 | 0.110 | 0.256 | 0.000 |
| BsmtFinType2 | 0.000 | 0.000 | 0.016 | 0.026 | 0.092 | 0.108 | 0.227 | 1.000 | 0.125 | 0.093 | 0.100 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.079 | 0.137 | 0.108 | 0.064 | 0.105 | 0.032 | 0.086 | 0.000 | 0.035 | 0.000 | 0.048 | 0.052 | 0.000 | 0.075 | 0.060 | 0.000 | 0.038 | 0.000 | 0.050 | 0.066 | 0.000 | 0.034 | 0.060 | 0.056 | 0.024 | 0.000 | 0.044 | 0.154 | 0.036 | 0.065 | 0.067 | 0.000 | 0.123 | 0.076 | 0.000 | 0.069 | 0.122 | 0.129 | 0.067 | 0.108 | 0.000 |
| BsmtFullBath | 0.156 | 0.287 | 0.201 | 0.043 | 0.240 | 0.501 | 0.434 | 0.125 | 1.000 | 0.128 | 0.343 | 0.095 | 0.000 | 0.000 | 0.057 | 0.009 | 0.094 | 0.104 | 0.113 | 0.133 | 0.129 | 0.295 | 0.000 | 0.037 | 0.115 | 0.035 | 0.130 | 0.180 | 0.041 | 0.065 | 0.221 | 0.184 | 0.113 | 0.110 | 0.225 | 0.248 | 0.026 | 0.151 | 0.075 | 0.268 | 0.086 | 0.070 | 0.000 | 0.211 | 0.052 | 0.021 | 0.059 | 0.092 | 0.102 | 0.178 | 0.192 | 0.181 | 0.116 | 0.000 | 0.129 | 0.146 | 0.056 |
| BsmtQual | 0.215 | 0.071 | 0.177 | 0.211 | 0.199 | 0.262 | 0.318 | 0.093 | 0.128 | 1.000 | 0.186 | 0.222 | 0.166 | 0.143 | 0.205 | 0.117 | 0.464 | 0.319 | 0.314 | 0.173 | 0.410 | 0.339 | 0.147 | 0.147 | 0.410 | 0.160 | 0.247 | 0.160 | 0.000 | 0.287 | 0.217 | 0.117 | 0.426 | 0.085 | 0.000 | 0.000 | 0.094 | 0.124 | 0.134 | 0.273 | 0.182 | 0.220 | 0.000 | 0.530 | 0.156 | 0.324 | 0.511 | 0.183 | 0.000 | 0.155 | 0.263 | 0.263 | 0.000 | 0.000 | 0.185 | 0.389 | 0.000 |
| BsmtUnfSF | 0.058 | 0.159 | 0.101 | 0.067 | 0.099 | -0.571 | 0.264 | 0.100 | 0.343 | 0.186 | 1.000 | 0.052 | 0.041 | 0.067 | 0.012 | 0.021 | 0.253 | 0.097 | 0.094 | 0.069 | 0.162 | 0.177 | 0.059 | 0.060 | 0.160 | 0.077 | 0.099 | 0.119 | 0.000 | 0.082 | 0.150 | 0.079 | 0.191 | 0.027 | 0.019 | 0.086 | 0.000 | 0.137 | 0.041 | -0.132 | 0.061 | 0.087 | 0.052 | 0.176 | 0.158 | -0.139 | 0.283 | 0.049 | 0.000 | 0.090 | 0.127 | 0.087 | 0.000 | 0.000 | -0.018 | 0.171 | 0.000 |
| CentralAir | 0.018 | 0.164 | 0.309 | 0.238 | 0.077 | 0.152 | 0.186 | 0.000 | 0.095 | 0.222 | 0.052 | 1.000 | 0.000 | 0.093 | 0.400 | 0.252 | 0.298 | 0.344 | 0.335 | 0.193 | 0.343 | 0.137 | 0.118 | 0.244 | 0.259 | 0.196 | 0.226 | 0.127 | 0.437 | 0.377 | 0.196 | 0.248 | 0.336 | 0.133 | 0.000 | 0.000 | 0.062 | 0.073 | 0.111 | 0.257 | 0.274 | 0.118 | 0.036 | 0.391 | 0.112 | 0.311 | 0.389 | 0.332 | 0.000 | 0.000 | 0.147 | 0.139 | 0.000 | 0.000 | 0.144 | 0.385 | 0.000 |
| Condition1 | 0.044 | 0.000 | 0.079 | 0.024 | 0.075 | 0.047 | 0.051 | 0.000 | 0.000 | 0.166 | 0.041 | 0.000 | 1.000 | 0.217 | 0.000 | 0.048 | 0.135 | 0.082 | 0.086 | 0.026 | 0.087 | 0.063 | 0.000 | 0.000 | 0.148 | 0.000 | 0.098 | 0.101 | 0.000 | 0.195 | 0.091 | 0.108 | 0.101 | 0.000 | 0.000 | 0.000 | 0.150 | 0.204 | 0.094 | 0.107 | 0.079 | 0.000 | 0.014 | 0.181 | 0.064 | 0.056 | 0.058 | 0.124 | 0.101 | 0.110 | 0.000 | 0.000 | 0.180 | 0.000 | 0.089 | 0.099 | 0.000 |
| Condition2 | 0.123 | 0.000 | 0.158 | 0.031 | 0.000 | 0.171 | 0.011 | 0.019 | 0.000 | 0.143 | 0.067 | 0.093 | 0.217 | 1.000 | 0.000 | 0.349 | 0.153 | 0.016 | 0.000 | 0.000 | 0.031 | 0.113 | 0.000 | 0.000 | 0.024 | 0.176 | 0.120 | 0.217 | 0.000 | 0.075 | 0.152 | 0.167 | 0.102 | 0.064 | 0.000 | 0.000 | 0.101 | 0.079 | 0.000 | 0.114 | 0.075 | 0.107 | 0.000 | 0.049 | 0.278 | 0.113 | 0.179 | 0.081 | 0.000 | 0.310 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 |
| Electrical | 0.000 | 0.080 | 0.100 | 0.422 | 0.055 | 0.026 | 0.105 | 0.000 | 0.057 | 0.205 | 0.012 | 0.400 | 0.000 | 0.000 | 1.000 | 0.139 | 0.141 | 0.242 | 0.203 | 0.078 | 0.208 | 0.125 | 0.219 | 0.257 | 0.182 | 0.355 | 0.086 | 0.082 | 0.142 | 0.149 | 0.127 | 0.175 | 0.221 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.127 | 0.109 | 0.000 | 0.000 | 0.180 | 0.010 | 0.277 | 0.172 | 0.203 | 0.000 | 0.000 | 0.217 | 0.000 | 0.000 | 0.096 | 0.034 | 0.234 | 0.000 |
| ExterCond | 0.000 | 0.000 | 0.107 | 0.229 | 0.000 | 0.000 | 0.069 | 0.000 | 0.009 | 0.117 | 0.021 | 0.252 | 0.048 | 0.349 | 0.139 | 1.000 | 0.210 | 0.120 | 0.084 | 0.032 | 0.134 | 0.091 | 0.166 | 0.075 | 0.123 | 0.141 | 0.000 | 0.056 | 0.062 | 0.076 | 0.145 | 0.009 | 0.211 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.115 | 0.085 | 0.000 | 0.000 | 0.162 | 0.200 | 0.386 | 0.231 | 0.181 | 0.000 | 0.065 | 0.056 | 0.077 | 0.000 | 0.000 | 0.038 | 0.114 | 0.000 |
| ExterQual | 0.205 | 0.183 | 0.185 | 0.163 | 0.161 | 0.224 | 0.279 | 0.079 | 0.094 | 0.464 | 0.253 | 0.298 | 0.135 | 0.153 | 0.141 | 0.210 | 1.000 | 0.347 | 0.356 | 0.191 | 0.374 | 0.316 | 0.114 | 0.042 | 0.394 | 0.032 | 0.245 | 0.149 | 0.049 | 0.334 | 0.187 | 0.125 | 0.549 | 0.140 | 0.090 | 0.000 | 0.000 | 0.127 | 0.113 | 0.244 | 0.236 | 0.260 | 0.055 | 0.484 | 0.164 | 0.323 | 0.645 | 0.194 | 0.000 | 0.151 | 0.235 | 0.284 | 0.250 | 0.000 | 0.167 | 0.389 | 0.028 |
| Exterior1st | 0.098 | 0.090 | 0.154 | 0.121 | 0.111 | 0.106 | 0.200 | 0.137 | 0.104 | 0.319 | 0.097 | 0.344 | 0.082 | 0.016 | 0.242 | 0.120 | 0.347 | 1.000 | 0.762 | 0.146 | 0.304 | 0.231 | 0.105 | 0.119 | 0.309 | 0.098 | 0.192 | 0.117 | 0.119 | 0.264 | 0.140 | 0.219 | 0.297 | 0.090 | 0.146 | 0.000 | 0.017 | 0.087 | 0.065 | 0.181 | 0.174 | 0.000 | 0.000 | 0.284 | 0.074 | 0.183 | 0.199 | 0.168 | 0.167 | 0.111 | 0.173 | 0.134 | 0.000 | 0.000 | 0.056 | 0.274 | 0.018 |
| Exterior2nd | 0.137 | 0.078 | 0.196 | 0.090 | 0.128 | 0.122 | 0.205 | 0.108 | 0.113 | 0.314 | 0.094 | 0.335 | 0.086 | 0.000 | 0.203 | 0.084 | 0.356 | 0.762 | 1.000 | 0.112 | 0.309 | 0.220 | 0.090 | 0.122 | 0.319 | 0.099 | 0.203 | 0.197 | 0.198 | 0.266 | 0.145 | 0.237 | 0.297 | 0.114 | 0.136 | 0.074 | 0.057 | 0.108 | 0.078 | 0.205 | 0.194 | 0.000 | 0.000 | 0.325 | 0.075 | 0.169 | 0.199 | 0.147 | 0.097 | 0.144 | 0.162 | 0.127 | 0.000 | 0.000 | 0.058 | 0.266 | 0.025 |
| Fireplaces | 0.149 | 0.107 | 0.118 | 0.032 | 0.123 | 0.166 | 0.113 | 0.064 | 0.133 | 0.173 | 0.069 | 0.193 | 0.026 | 0.000 | 0.078 | 0.032 | 0.191 | 0.146 | 0.112 | 1.000 | 0.118 | 0.182 | 0.000 | 0.031 | 0.265 | 0.048 | 0.193 | 0.153 | 0.017 | 0.088 | 0.094 | 0.110 | 0.186 | 0.067 | 0.152 | 0.136 | 0.045 | 0.145 | 0.115 | 0.184 | 0.146 | 0.147 | 0.049 | 0.317 | 0.104 | 0.095 | 0.265 | 0.112 | 0.083 | 0.082 | 0.095 | 0.098 | 0.070 | 0.000 | 0.176 | 0.135 | 0.024 |
| Foundation | 0.162 | 0.091 | 0.187 | 0.138 | 0.134 | 0.164 | 0.285 | 0.105 | 0.129 | 0.410 | 0.162 | 0.343 | 0.087 | 0.031 | 0.208 | 0.134 | 0.374 | 0.304 | 0.309 | 0.118 | 1.000 | 0.287 | 0.114 | 0.137 | 0.375 | 0.203 | 0.211 | 0.167 | 0.243 | 0.293 | 0.218 | 0.208 | 0.354 | 0.088 | 0.056 | 0.000 | 0.036 | 0.115 | 0.117 | 0.271 | 0.225 | 0.071 | 0.000 | 0.413 | 0.125 | 0.247 | 0.292 | 0.201 | 0.000 | 0.094 | 0.168 | 0.147 | 0.037 | 0.000 | 0.127 | 0.320 | 0.011 |
| FullBath | 0.409 | 0.450 | 0.109 | 0.162 | 0.088 | 0.189 | 0.226 | 0.032 | 0.295 | 0.339 | 0.177 | 0.137 | 0.063 | 0.113 | 0.125 | 0.091 | 0.316 | 0.231 | 0.220 | 0.182 | 0.287 | 1.000 | 0.076 | 0.034 | 0.319 | 0.053 | 0.261 | 0.190 | 0.006 | 0.214 | 0.242 | 0.150 | 0.289 | 0.104 | 0.147 | 0.102 | 0.036 | 0.115 | 0.100 | 0.245 | 0.188 | 0.151 | 0.051 | 0.367 | 0.159 | 0.327 | 0.414 | 0.090 | 0.091 | 0.154 | 0.202 | 0.134 | 0.000 | 0.000 | 0.147 | 0.268 | 0.000 |
| Functional | 0.000 | 0.024 | 0.066 | 0.225 | 0.021 | 0.000 | 0.096 | 0.086 | 0.000 | 0.147 | 0.059 | 0.118 | 0.000 | 0.000 | 0.219 | 0.166 | 0.114 | 0.105 | 0.090 | 0.000 | 0.114 | 0.076 | 1.000 | 0.072 | 0.106 | 0.118 | 0.175 | 0.048 | 0.100 | 0.015 | 0.036 | 0.000 | 0.095 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.000 | 0.000 | 0.027 | 0.106 | 0.091 | 0.175 | 0.132 | 0.094 | 0.186 | 0.155 | 0.031 | 0.036 | 0.000 | 0.000 | 0.029 | 0.054 | 0.047 |
| GarageCond | 0.000 | 0.018 | 0.000 | 0.196 | 0.068 | 0.000 | 0.074 | 0.000 | 0.037 | 0.147 | 0.060 | 0.244 | 0.000 | 0.000 | 0.257 | 0.075 | 0.042 | 0.119 | 0.122 | 0.031 | 0.137 | 0.034 | 0.072 | 1.000 | 0.120 | 0.684 | 0.122 | 0.024 | 0.182 | 0.048 | 0.150 | 0.288 | 0.095 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.023 | 0.031 | 0.058 | 0.000 | 0.039 | 0.102 | 0.000 | 0.111 | 0.061 | 0.193 | 0.061 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.112 | 0.007 |
| GarageFinish | 0.216 | 0.113 | 0.201 | 0.110 | 0.179 | 0.225 | 0.242 | 0.035 | 0.115 | 0.410 | 0.160 | 0.259 | 0.148 | 0.024 | 0.182 | 0.123 | 0.394 | 0.309 | 0.319 | 0.265 | 0.375 | 0.319 | 0.106 | 0.120 | 1.000 | 0.138 | 0.405 | 0.193 | 0.071 | 0.296 | 0.242 | 0.135 | 0.382 | 0.124 | 0.016 | 0.029 | 0.050 | 0.164 | 0.184 | 0.343 | 0.223 | 0.204 | 0.021 | 0.485 | 0.174 | 0.254 | 0.431 | 0.168 | 0.000 | 0.102 | 0.207 | 0.200 | 0.000 | 0.017 | 0.210 | 0.351 | 0.000 |
| GarageQual | 0.000 | 0.045 | 0.060 | 0.230 | 0.053 | 0.000 | 0.068 | 0.000 | 0.035 | 0.160 | 0.077 | 0.196 | 0.000 | 0.176 | 0.355 | 0.141 | 0.032 | 0.098 | 0.099 | 0.048 | 0.203 | 0.053 | 0.118 | 0.684 | 0.138 | 1.000 | 0.125 | 0.000 | 0.126 | 0.063 | 0.107 | 0.118 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.076 | 0.091 | 0.000 | 0.000 | 0.145 | 0.062 | 0.144 | 0.038 | 0.141 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.114 | 0.045 |
| GarageType | 0.256 | 0.161 | 0.130 | 0.065 | 0.131 | 0.117 | 0.147 | 0.048 | 0.130 | 0.247 | 0.099 | 0.226 | 0.098 | 0.120 | 0.086 | 0.000 | 0.245 | 0.192 | 0.203 | 0.193 | 0.211 | 0.261 | 0.175 | 0.122 | 0.405 | 0.125 | 1.000 | 0.215 | 0.083 | 0.145 | 0.212 | 0.162 | 0.202 | 0.093 | 0.114 | 0.066 | 0.037 | 0.116 | 0.133 | 0.253 | 0.181 | 0.089 | 0.000 | 0.283 | 0.086 | 0.159 | 0.192 | 0.103 | 0.036 | 0.070 | 0.118 | 0.098 | 0.249 | 0.248 | 0.112 | 0.184 | 0.000 |
| HalfBath | 0.442 | 0.255 | 0.255 | 0.000 | 0.060 | 0.062 | 0.000 | 0.052 | 0.180 | 0.160 | 0.119 | 0.127 | 0.101 | 0.217 | 0.082 | 0.056 | 0.149 | 0.117 | 0.197 | 0.153 | 0.167 | 0.190 | 0.048 | 0.024 | 0.193 | 0.000 | 0.215 | 1.000 | 0.000 | 0.104 | 0.461 | 0.221 | 0.149 | 0.035 | 0.046 | 0.000 | 0.007 | 0.000 | 0.084 | 0.523 | 0.144 | 0.134 | 0.071 | 0.283 | 0.133 | 0.097 | 0.222 | 0.091 | 0.000 | 0.239 | 0.159 | 0.028 | 0.000 | 0.000 | 0.063 | 0.213 | 0.000 |
| Heating | 0.029 | 0.108 | 0.077 | 0.028 | 0.000 | 0.000 | 0.030 | 0.000 | 0.041 | 0.000 | 0.000 | 0.437 | 0.000 | 0.000 | 0.142 | 0.062 | 0.049 | 0.119 | 0.198 | 0.017 | 0.243 | 0.006 | 0.100 | 0.182 | 0.071 | 0.126 | 0.083 | 0.000 | 1.000 | 0.212 | 0.122 | 0.087 | 0.165 | 0.000 | 0.035 | 0.141 | 0.000 | 0.080 | 0.054 | 0.076 | 0.060 | 0.000 | 0.000 | 0.094 | 0.130 | 0.123 | 0.200 | 0.122 | 0.000 | 0.031 | 0.000 | 0.098 | 0.000 | 0.000 | 0.000 | 0.086 | 0.032 |
| HeatingQC | 0.114 | 0.035 | 0.114 | 0.083 | 0.100 | 0.073 | 0.201 | 0.075 | 0.065 | 0.287 | 0.082 | 0.377 | 0.195 | 0.075 | 0.149 | 0.076 | 0.334 | 0.264 | 0.266 | 0.088 | 0.293 | 0.214 | 0.015 | 0.048 | 0.296 | 0.063 | 0.145 | 0.104 | 0.212 | 1.000 | 0.183 | 0.133 | 0.330 | 0.069 | 0.074 | 0.000 | 0.000 | 0.044 | 0.049 | 0.171 | 0.125 | 0.039 | 0.040 | 0.305 | 0.103 | 0.187 | 0.260 | 0.168 | 0.000 | 0.000 | 0.142 | 0.129 | 0.000 | 0.034 | 0.107 | 0.334 | 0.000 |
| HouseStyle | 0.447 | 0.247 | 0.150 | 0.085 | 0.223 | 0.111 | 0.156 | 0.060 | 0.221 | 0.217 | 0.150 | 0.196 | 0.091 | 0.152 | 0.127 | 0.145 | 0.187 | 0.140 | 0.145 | 0.094 | 0.218 | 0.242 | 0.036 | 0.150 | 0.242 | 0.107 | 0.212 | 0.461 | 0.122 | 0.183 | 1.000 | 0.266 | 0.143 | 0.150 | 0.040 | 0.000 | 0.000 | 0.030 | 0.050 | 0.613 | 0.181 | 0.039 | 0.011 | 0.280 | 0.151 | 0.111 | 0.138 | 0.171 | 0.000 | 0.106 | 0.092 | 0.011 | 0.027 | 0.115 | 0.061 | 0.197 | 0.000 |
| KitchenAbvGr | 0.074 | 0.285 | 0.596 | 0.000 | 0.041 | 0.000 | 0.080 | 0.000 | 0.184 | 0.117 | 0.079 | 0.248 | 0.108 | 0.167 | 0.175 | 0.009 | 0.125 | 0.219 | 0.237 | 0.110 | 0.208 | 0.150 | 0.000 | 0.288 | 0.135 | 0.118 | 0.162 | 0.221 | 0.087 | 0.133 | 0.266 | 1.000 | 0.132 | 0.013 | 0.000 | 0.000 | 0.000 | 0.030 | 0.037 | 0.586 | 0.113 | 0.000 | 0.020 | 0.132 | 0.028 | 0.087 | 0.125 | 0.136 | 0.060 | 0.056 | 0.218 | 0.027 | 0.000 | 0.000 | 0.000 | 0.162 | 0.000 |
| KitchenQual | 0.186 | 0.163 | 0.158 | 0.126 | 0.148 | 0.232 | 0.277 | 0.038 | 0.113 | 0.426 | 0.191 | 0.336 | 0.101 | 0.102 | 0.221 | 0.211 | 0.549 | 0.297 | 0.297 | 0.186 | 0.354 | 0.289 | 0.095 | 0.095 | 0.382 | 0.089 | 0.202 | 0.149 | 0.165 | 0.330 | 0.143 | 0.132 | 1.000 | 0.108 | 0.048 | 0.000 | 0.000 | 0.109 | 0.086 | 0.225 | 0.171 | 0.202 | 0.045 | 0.442 | 0.142 | 0.244 | 0.557 | 0.208 | 0.000 | 0.117 | 0.230 | 0.228 | 0.043 | 0.000 | 0.182 | 0.421 | 0.000 |
| LandContour | 0.080 | 0.093 | 0.088 | 0.065 | 0.196 | 0.109 | 0.091 | 0.000 | 0.110 | 0.085 | 0.027 | 0.133 | 0.000 | 0.064 | 0.058 | 0.000 | 0.140 | 0.090 | 0.114 | 0.067 | 0.088 | 0.104 | 0.000 | 0.000 | 0.124 | 0.000 | 0.093 | 0.035 | 0.000 | 0.069 | 0.150 | 0.013 | 0.108 | 1.000 | 0.472 | 0.267 | 0.065 | 0.145 | 0.141 | 0.102 | 0.097 | 0.033 | 0.095 | 0.382 | 0.000 | 0.111 | 0.178 | 0.109 | 0.169 | 0.159 | 0.110 | 0.000 | 0.099 | 0.000 | 0.066 | 0.127 | 0.000 |
| LandSlope | 0.043 | 0.119 | 0.043 | 0.138 | 0.234 | 0.124 | 0.045 | 0.050 | 0.225 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.090 | 0.146 | 0.136 | 0.152 | 0.056 | 0.147 | 0.050 | 0.000 | 0.016 | 0.000 | 0.114 | 0.046 | 0.035 | 0.074 | 0.040 | 0.000 | 0.048 | 0.472 | 1.000 | 0.475 | 0.090 | 0.150 | 0.132 | 0.000 | 0.021 | 0.008 | 0.000 | 0.318 | 0.000 | 0.193 | 0.153 | 0.000 | 0.346 | 0.321 | 0.034 | 0.000 | 0.165 | 0.000 | 0.138 | 0.104 | 0.000 |
| LotArea | 0.106 | 0.316 | 0.040 | 0.000 | 0.151 | 0.186 | 0.000 | 0.066 | 0.248 | 0.000 | 0.086 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.136 | 0.000 | 0.102 | 0.000 | 0.000 | 0.029 | 0.000 | 0.066 | 0.000 | 0.141 | 0.000 | 0.000 | 0.000 | 0.000 | 0.267 | 0.475 | 1.000 | 0.073 | 0.642 | 0.321 | -0.275 | 0.000 | 0.189 | 0.002 | 0.177 | 0.155 | -0.051 | 0.251 | 0.000 | 0.242 | 0.144 | 0.000 | 0.000 | 0.320 | 0.000 | 0.175 | 0.088 | 0.000 |
| LotConfig | 0.048 | 0.000 | 0.070 | 0.036 | 0.060 | 0.064 | 0.058 | 0.000 | 0.026 | 0.094 | 0.000 | 0.062 | 0.150 | 0.101 | 0.000 | 0.000 | 0.000 | 0.017 | 0.057 | 0.045 | 0.036 | 0.036 | 0.000 | 0.028 | 0.050 | 0.000 | 0.037 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.090 | 0.073 | 1.000 | 0.176 | 0.220 | 0.061 | 0.058 | 0.000 | 0.046 | 0.133 | 0.000 | 0.000 | 0.000 | 0.037 | 0.066 | 0.045 | 0.020 | 0.027 | 0.000 | 0.093 | 0.048 | 0.082 | 0.026 |
| LotFrontage | 0.048 | 0.328 | 0.315 | 0.000 | 0.115 | 0.143 | 0.034 | 0.034 | 0.151 | 0.124 | 0.137 | 0.073 | 0.204 | 0.079 | 0.000 | 0.000 | 0.127 | 0.087 | 0.108 | 0.145 | 0.115 | 0.115 | 0.000 | 0.000 | 0.164 | 0.000 | 0.116 | 0.000 | 0.080 | 0.044 | 0.030 | 0.030 | 0.109 | 0.145 | 0.150 | 0.642 | 0.176 | 1.000 | 0.333 | -0.307 | 0.189 | 0.255 | 0.017 | 0.243 | 0.156 | -0.072 | 0.260 | 0.080 | 0.218 | 0.237 | 0.062 | 0.000 | 0.145 | 1.000 | 0.104 | 0.110 | 0.000 |
| LotShape | 0.133 | 0.036 | 0.083 | 0.038 | 0.090 | 0.119 | 0.033 | 0.060 | 0.075 | 0.134 | 0.041 | 0.111 | 0.094 | 0.000 | 0.026 | 0.000 | 0.113 | 0.065 | 0.078 | 0.115 | 0.117 | 0.100 | 0.000 | 0.023 | 0.184 | 0.025 | 0.133 | 0.084 | 0.054 | 0.049 | 0.050 | 0.037 | 0.086 | 0.141 | 0.132 | 0.321 | 0.220 | 0.333 | 1.000 | 0.122 | 0.148 | 0.064 | 0.000 | 0.236 | 0.000 | 0.055 | 0.110 | 0.078 | 0.048 | 0.044 | 0.031 | 0.000 | 0.041 | 0.000 | 0.120 | 0.131 | 0.014 |
| MSSubClass | 0.492 | 0.063 | 0.846 | 0.055 | 0.193 | -0.116 | 0.181 | 0.056 | 0.268 | 0.273 | -0.132 | 0.257 | 0.107 | 0.114 | 0.127 | 0.115 | 0.244 | 0.181 | 0.205 | 0.184 | 0.271 | 0.245 | 0.084 | 0.031 | 0.343 | 0.076 | 0.253 | 0.523 | 0.076 | 0.171 | 0.613 | 0.586 | 0.225 | 0.102 | 0.000 | -0.275 | 0.061 | -0.307 | 0.122 | 1.000 | 0.274 | 0.001 | 0.012 | 0.407 | 0.028 | -0.082 | 0.076 | 0.157 | 0.035 | 0.121 | 0.153 | 0.074 | 0.124 | 0.000 | 0.004 | -0.018 | 0.000 |
| MSZoning | 0.155 | 0.191 | 0.205 | 0.083 | 0.060 | 0.079 | 0.123 | 0.024 | 0.086 | 0.182 | 0.061 | 0.274 | 0.079 | 0.075 | 0.109 | 0.085 | 0.236 | 0.174 | 0.194 | 0.146 | 0.225 | 0.188 | 0.000 | 0.058 | 0.223 | 0.091 | 0.181 | 0.144 | 0.060 | 0.125 | 0.181 | 0.113 | 0.171 | 0.097 | 0.021 | 0.000 | 0.058 | 0.189 | 0.148 | 0.274 | 1.000 | 0.074 | 0.029 | 0.633 | 0.154 | 0.176 | 0.213 | 0.212 | 0.000 | 0.087 | 0.142 | 0.177 | 0.155 | 0.000 | 0.050 | 0.201 | 0.000 |
| MasVnrArea | 0.053 | 0.130 | 0.000 | 0.000 | 0.087 | 0.250 | 0.102 | 0.000 | 0.070 | 0.220 | 0.087 | 0.118 | 0.000 | 0.107 | 0.000 | 0.000 | 0.260 | 0.000 | 0.000 | 0.147 | 0.071 | 0.151 | 0.000 | 0.000 | 0.204 | 0.000 | 0.089 | 0.134 | 0.000 | 0.039 | 0.039 | 0.000 | 0.202 | 0.033 | 0.008 | 0.189 | 0.000 | 0.255 | 0.064 | 0.001 | 0.074 | 1.000 | 0.004 | 0.190 | 0.192 | -0.167 | 0.423 | 0.065 | 0.155 | 0.107 | 0.080 | 0.055 | 0.000 | 0.189 | 0.154 | 0.223 | 0.042 |
| MoSold | 0.029 | 0.040 | 0.035 | 0.000 | 0.040 | -0.028 | 0.015 | 0.044 | 0.000 | 0.000 | 0.052 | 0.036 | 0.014 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.049 | 0.000 | 0.051 | 0.027 | 0.039 | 0.021 | 0.000 | 0.000 | 0.071 | 0.000 | 0.040 | 0.011 | 0.020 | 0.045 | 0.095 | 0.000 | 0.002 | 0.046 | 0.017 | 0.000 | 0.012 | 0.029 | 0.004 | 1.000 | 0.059 | 0.064 | -0.005 | 0.048 | 0.000 | 0.000 | 0.017 | 0.047 | 0.017 | 0.086 | 0.053 | 0.049 | 0.035 | 0.157 |
| Neighborhood | 0.253 | 0.200 | 0.405 | 0.132 | 0.267 | 0.179 | 0.300 | 0.154 | 0.211 | 0.530 | 0.176 | 0.391 | 0.181 | 0.049 | 0.180 | 0.162 | 0.484 | 0.284 | 0.325 | 0.317 | 0.413 | 0.367 | 0.106 | 0.102 | 0.485 | 0.145 | 0.283 | 0.283 | 0.094 | 0.305 | 0.280 | 0.132 | 0.442 | 0.382 | 0.318 | 0.177 | 0.133 | 0.243 | 0.236 | 0.407 | 0.633 | 0.190 | 0.059 | 1.000 | 0.108 | 0.222 | 0.321 | 0.312 | 0.103 | 0.186 | 0.232 | 0.182 | 0.178 | 0.104 | 0.164 | 0.383 | 0.000 |
| OpenPorchSF | 0.220 | 0.087 | 0.000 | 0.000 | 0.007 | 0.067 | 0.056 | 0.036 | 0.052 | 0.156 | 0.158 | 0.112 | 0.064 | 0.278 | 0.010 | 0.200 | 0.164 | 0.074 | 0.075 | 0.104 | 0.125 | 0.159 | 0.091 | 0.000 | 0.174 | 0.062 | 0.086 | 0.133 | 0.130 | 0.103 | 0.151 | 0.028 | 0.142 | 0.000 | 0.000 | 0.155 | 0.000 | 0.156 | 0.000 | 0.028 | 0.154 | 0.192 | 0.064 | 0.108 | 1.000 | -0.138 | 0.425 | 0.036 | 0.000 | 0.000 | 0.060 | 0.056 | 0.054 | 0.047 | 0.079 | 0.343 | 0.000 |
| OverallCond | -0.015 | -0.023 | 0.134 | 0.475 | 0.095 | -0.012 | 0.171 | 0.065 | 0.021 | 0.324 | -0.139 | 0.311 | 0.056 | 0.113 | 0.277 | 0.386 | 0.323 | 0.183 | 0.169 | 0.095 | 0.247 | 0.327 | 0.175 | 0.111 | 0.254 | 0.144 | 0.159 | 0.097 | 0.123 | 0.187 | 0.111 | 0.087 | 0.244 | 0.111 | 0.193 | -0.051 | 0.000 | -0.072 | 0.055 | -0.082 | 0.176 | -0.167 | -0.005 | 0.222 | -0.138 | 1.000 | -0.187 | 0.197 | 0.000 | 0.032 | 0.119 | 0.118 | 0.101 | 0.000 | -0.012 | -0.020 | 0.037 |
| OverallQual | 0.276 | 0.122 | 0.127 | 0.313 | 0.179 | 0.124 | 0.224 | 0.067 | 0.059 | 0.511 | 0.283 | 0.389 | 0.058 | 0.179 | 0.172 | 0.231 | 0.645 | 0.199 | 0.199 | 0.265 | 0.292 | 0.414 | 0.132 | 0.061 | 0.431 | 0.038 | 0.192 | 0.222 | 0.200 | 0.260 | 0.138 | 0.125 | 0.557 | 0.178 | 0.153 | 0.251 | 0.000 | 0.260 | 0.110 | 0.076 | 0.213 | 0.423 | 0.048 | 0.321 | 0.425 | -0.187 | 1.000 | 0.196 | 0.000 | 0.113 | 0.160 | 0.189 | 0.100 | 0.000 | 0.245 | 0.572 | 0.017 |
| PavedDrive | 0.089 | 0.111 | 0.138 | 0.154 | 0.082 | 0.120 | 0.163 | 0.000 | 0.092 | 0.183 | 0.049 | 0.332 | 0.124 | 0.081 | 0.203 | 0.181 | 0.194 | 0.168 | 0.147 | 0.112 | 0.201 | 0.090 | 0.094 | 0.193 | 0.168 | 0.141 | 0.103 | 0.091 | 0.122 | 0.168 | 0.171 | 0.136 | 0.208 | 0.109 | 0.000 | 0.000 | 0.037 | 0.080 | 0.078 | 0.157 | 0.212 | 0.065 | 0.000 | 0.312 | 0.036 | 0.197 | 0.196 | 1.000 | 0.000 | 0.116 | 0.140 | 0.104 | 0.000 | 0.000 | 0.056 | 0.163 | 0.000 |
| RoofMatl | 0.126 | 0.096 | 0.031 | 0.066 | 0.138 | 0.019 | 0.067 | 0.123 | 0.102 | 0.000 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.167 | 0.097 | 0.083 | 0.000 | 0.091 | 0.186 | 0.061 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.169 | 0.346 | 0.242 | 0.066 | 0.218 | 0.048 | 0.035 | 0.000 | 0.155 | 0.000 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.493 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.056 | 0.000 |
| RoofStyle | 0.117 | 0.152 | 0.044 | 0.063 | 0.132 | 0.091 | 0.066 | 0.076 | 0.178 | 0.155 | 0.090 | 0.000 | 0.110 | 0.310 | 0.000 | 0.065 | 0.151 | 0.111 | 0.144 | 0.082 | 0.094 | 0.154 | 0.155 | 0.049 | 0.102 | 0.000 | 0.070 | 0.239 | 0.031 | 0.000 | 0.106 | 0.056 | 0.117 | 0.159 | 0.321 | 0.144 | 0.045 | 0.237 | 0.044 | 0.121 | 0.087 | 0.107 | 0.017 | 0.186 | 0.000 | 0.032 | 0.113 | 0.116 | 0.493 | 1.000 | 0.099 | 0.000 | 0.000 | 0.000 | 0.050 | 0.096 | 0.000 |
| SaleCondition | 0.050 | 0.134 | 0.155 | 0.053 | 0.093 | 0.122 | 0.095 | 0.000 | 0.192 | 0.263 | 0.127 | 0.147 | 0.000 | 0.000 | 0.217 | 0.056 | 0.235 | 0.173 | 0.162 | 0.095 | 0.168 | 0.202 | 0.031 | 0.000 | 0.207 | 0.000 | 0.118 | 0.159 | 0.000 | 0.142 | 0.092 | 0.218 | 0.230 | 0.110 | 0.034 | 0.000 | 0.020 | 0.062 | 0.031 | 0.153 | 0.142 | 0.080 | 0.047 | 0.232 | 0.060 | 0.119 | 0.160 | 0.140 | 0.000 | 0.099 | 1.000 | 0.468 | 0.000 | 0.081 | 0.000 | 0.262 | 0.082 |
| SaleType | 0.000 | 0.000 | 0.070 | 0.123 | 0.119 | 0.127 | 0.099 | 0.069 | 0.181 | 0.263 | 0.087 | 0.139 | 0.000 | 0.023 | 0.000 | 0.077 | 0.284 | 0.134 | 0.127 | 0.098 | 0.147 | 0.134 | 0.036 | 0.000 | 0.200 | 0.000 | 0.098 | 0.028 | 0.098 | 0.129 | 0.011 | 0.027 | 0.228 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.074 | 0.177 | 0.055 | 0.017 | 0.182 | 0.056 | 0.118 | 0.189 | 0.104 | 0.000 | 0.000 | 0.468 | 1.000 | 0.160 | 0.147 | 0.016 | 0.209 | 0.087 |
| Street | 0.000 | 0.000 | 0.138 | 0.000 | 0.108 | 0.061 | 0.000 | 0.122 | 0.116 | 0.000 | 0.000 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.250 | 0.000 | 0.000 | 0.070 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.249 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.043 | 0.099 | 0.165 | 0.320 | 0.000 | 0.145 | 0.041 | 0.124 | 0.155 | 0.000 | 0.086 | 0.178 | 0.054 | 0.101 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.160 | 1.000 | 0.000 | 0.244 | 0.136 | 0.010 |
| Utilities | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.129 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.248 | 0.000 | 0.000 | 0.034 | 0.115 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 1.000 | 0.000 | 0.000 | 0.000 | 0.189 | 0.053 | 0.104 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.081 | 0.147 | 0.000 | 1.000 | 0.000 | 0.096 | 0.000 |
| WoodDeckSF | 0.074 | 0.064 | 0.074 | 0.000 | 0.186 | 0.155 | 0.110 | 0.067 | 0.129 | 0.185 | -0.018 | 0.144 | 0.089 | 0.000 | 0.034 | 0.038 | 0.167 | 0.056 | 0.058 | 0.176 | 0.127 | 0.147 | 0.029 | 0.018 | 0.210 | 0.000 | 0.112 | 0.063 | 0.000 | 0.107 | 0.061 | 0.000 | 0.182 | 0.066 | 0.138 | 0.175 | 0.048 | 0.104 | 0.120 | 0.004 | 0.050 | 0.154 | 0.049 | 0.164 | 0.079 | -0.012 | 0.245 | 0.056 | 0.118 | 0.050 | 0.000 | 0.016 | 0.244 | 0.000 | 1.000 | 0.233 | 0.022 |
| YearRemodAdd | 0.070 | -0.062 | 0.197 | 0.105 | 0.160 | 0.058 | 0.256 | 0.108 | 0.146 | 0.389 | 0.171 | 0.385 | 0.099 | 0.007 | 0.234 | 0.114 | 0.389 | 0.274 | 0.266 | 0.135 | 0.320 | 0.268 | 0.054 | 0.112 | 0.351 | 0.114 | 0.184 | 0.213 | 0.086 | 0.334 | 0.197 | 0.162 | 0.421 | 0.127 | 0.104 | 0.088 | 0.082 | 0.110 | 0.131 | -0.018 | 0.201 | 0.223 | 0.035 | 0.383 | 0.343 | -0.020 | 0.572 | 0.163 | 0.056 | 0.096 | 0.262 | 0.209 | 0.136 | 0.096 | 0.233 | 1.000 | 0.000 |
| YrSold | 0.046 | 0.000 | 0.000 | 0.063 | 0.028 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.018 | 0.025 | 0.024 | 0.011 | 0.000 | 0.047 | 0.007 | 0.000 | 0.045 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.014 | 0.000 | 0.000 | 0.042 | 0.157 | 0.000 | 0.000 | 0.037 | 0.017 | 0.000 | 0.000 | 0.000 | 0.082 | 0.087 | 0.010 | 0.000 | 0.022 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| MSSubClass | MSZoning | LotFrontage | LotArea | Street | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtUnfSF | Heating | HeatingQC | CentralAir | Electrical | 2ndFlrSF | BsmtFullBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | Functional | Fireplaces | GarageType | GarageFinish | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | MoSold | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 664 | 20 | RL | 49.0 | 20896 | Pave | IR2 | Lvl | AllPub | CulDSac | Gtl | Somerst | RRAn | Norm | 1Fam | 1Story | 8 | 5 | 2006 | Gable | CompShg | VinylSd | VinylSd | 0.0 | Gd | TA | PConc | Ex | TA | Mn | GLQ | 1721 | Unf | 356 | GasA | Ex | Y | SBrkr | 0 | 1 | 1 | 1 | 1 | 1 | Ex | Typ | 1 | Attchd | Fin | TA | TA | Y | 192 | 267 | 1 | 2006 | New | Partial |
| 625 | 20 | RL | 87.0 | 10000 | Pave | IR1 | Lvl | AllPub | Corner | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1962 | Hip | CompShg | Wd Sdng | Wd Sdng | 261.0 | TA | TA | CBlock | TA | TA | No | Unf | 0 | Unf | 1116 | GasA | TA | Y | SBrkr | 0 | 0 | 1 | 1 | 3 | 1 | TA | Typ | 0 | Attchd | Unf | TA | TA | Y | 0 | 0 | 2 | 2010 | WD | Normal |
| 1122 | 20 | RL | NaN | 8926 | Pave | IR1 | Lvl | AllPub | Corner | Gtl | Edwards | Norm | Norm | 1Fam | 1Story | 4 | 3 | 1956 | Gable | CompShg | AsbShng | AsbShng | 0.0 | TA | TA | CBlock | TA | TA | No | Unf | 0 | Unf | 672 | GasA | Ex | Y | FuseA | 0 | 0 | 1 | 0 | 3 | 1 | TA | Typ | 0 | Basment | Unf | TA | TA | Y | 64 | 0 | 10 | 2009 | COD | Abnorml |
| 861 | 190 | RL | 75.0 | 11625 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Sawyer | Norm | Norm | 2fmCon | 1Story | 5 | 4 | 1965 | Hip | CompShg | Plywood | HdBoard | 0.0 | TA | TA | PConc | TA | TA | Mn | BLQ | 841 | Unf | 198 | GasA | Ex | Y | SBrkr | 0 | 1 | 1 | 1 | 3 | 1 | TA | Typ | 0 | Attchd | Unf | TA | TA | Y | 0 | 0 | 4 | 2010 | WD | Normal |
| 478 | 20 | RL | 79.0 | 10637 | Pave | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2008 | Hip | CompShg | VinylSd | VinylSd | 336.0 | Gd | TA | PConc | Ex | TA | Gd | GLQ | 1288 | Unf | 417 | GasA | Ex | Y | SBrkr | 0 | 1 | 2 | 0 | 3 | 1 | Gd | Typ | 1 | Attchd | RFn | TA | TA | Y | 208 | 44 | 9 | 2009 | WD | Normal |
| 219 | 120 | RL | 43.0 | 3010 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Blmngtn | Norm | Norm | TwnhsE | 1Story | 7 | 5 | 2006 | Gable | CompShg | VinylSd | VinylSd | 16.0 | Gd | TA | PConc | Gd | TA | Av | GLQ | 16 | Unf | 1232 | GasA | Ex | Y | SBrkr | 0 | 0 | 2 | 0 | 2 | 1 | Gd | Typ | 0 | Attchd | Fin | TA | TA | Y | 108 | 0 | 3 | 2006 | New | Partial |
| 189 | 120 | RL | 41.0 | 4923 | Pave | Reg | Lvl | AllPub | Inside | Gtl | StoneBr | Norm | Norm | TwnhsE | 1Story | 8 | 5 | 2002 | Gable | CompShg | CemntBd | CmentBd | 0.0 | Gd | TA | PConc | Ex | TA | Av | GLQ | 1153 | Unf | 440 | GasA | Ex | Y | SBrkr | 0 | 1 | 1 | 1 | 0 | 1 | Ex | Typ | 1 | Attchd | Fin | TA | TA | Y | 0 | 120 | 8 | 2008 | WD | Normal |
| 732 | 60 | RL | 75.0 | 11404 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1999 | Gable | CompShg | VinylSd | VinylSd | 202.0 | Gd | TA | PConc | Gd | TA | Av | ALQ | 252 | Unf | 901 | GasA | Ex | Y | SBrkr | 878 | 0 | 2 | 1 | 3 | 1 | Gd | Typ | 1 | Attchd | Fin | TA | TA | Y | 192 | 84 | 7 | 2008 | WD | Normal |
| 722 | 20 | RL | 70.0 | 8120 | Pave | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 4 | 7 | 1970 | Gable | CompShg | MetalSd | MetalSd | 0.0 | TA | Gd | CBlock | TA | TA | No | ALQ | 191 | Unf | 673 | GasA | Ex | Y | SBrkr | 0 | 0 | 1 | 0 | 3 | 1 | TA | Typ | 0 | Detchd | Unf | TA | TA | Y | 0 | 0 | 7 | 2009 | WD | Normal |
| 1070 | 20 | RL | 72.0 | 10152 | Pave | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 5 | 1956 | Hip | CompShg | MetalSd | MetalSd | 120.0 | TA | TA | CBlock | TA | TA | No | BLQ | 586 | Unf | 462 | GasA | TA | Y | SBrkr | 0 | 1 | 1 | 0 | 3 | 1 | TA | Typ | 0 | Attchd | Unf | TA | TA | Y | 0 | 20 | 6 | 2007 | WD | Normal |
| MSSubClass | MSZoning | LotFrontage | LotArea | Street | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtUnfSF | Heating | HeatingQC | CentralAir | Electrical | 2ndFlrSF | BsmtFullBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | Functional | Fireplaces | GarageType | GarageFinish | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | MoSold | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1333 | 50 | RM | 60.0 | 7200 | Pave | Reg | Lvl | AllPub | Corner | Gtl | IDOTRR | Norm | Norm | 1Fam | 1.5Fin | 5 | 6 | 1995 | Gable | CompShg | Wd Sdng | Wd Sdng | 0.0 | TA | TA | CBlock | TA | TA | No | Unf | 0 | Unf | 803 | GasA | Ex | Y | SBrkr | 557 | 0 | 1 | 1 | 2 | 1 | Gd | Typ | 0 | Detchd | Unf | TA | TA | Y | 0 | 65 | 7 | 2006 | WD | Normal |
| 695 | 20 | RL | 54.0 | 13811 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | Timber | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1987 | Gable | CompShg | HdBoard | HdBoard | 72.0 | TA | TA | CBlock | Gd | Gd | No | GLQ | 980 | LwQ | 92 | GasA | Gd | Y | SBrkr | 0 | 1 | 2 | 0 | 2 | 1 | Gd | Typ | 1 | Attchd | Unf | TA | TA | Y | 125 | 0 | 7 | 2006 | WD | Normal |
| 1425 | 20 | RL | 80.0 | 10721 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1959 | Hip | CompShg | HdBoard | HdBoard | 243.0 | Gd | TA | CBlock | TA | TA | No | Unf | 0 | Unf | 1252 | GasA | Ex | Y | SBrkr | 0 | 0 | 1 | 0 | 3 | 1 | Gd | Typ | 0 | Detchd | Unf | TA | TA | Y | 0 | 39 | 10 | 2008 | WD | Normal |
| 941 | 60 | RL | NaN | 8755 | Pave | IR1 | Lvl | AllPub | FR2 | Gtl | Gilbert | RRNn | Norm | 1Fam | 2Story | 7 | 5 | 1999 | Gable | CompShg | VinylSd | VinylSd | 298.0 | Gd | TA | PConc | Gd | TA | No | ALQ | 772 | Unf | 220 | GasA | Ex | Y | SBrkr | 1038 | 1 | 2 | 1 | 3 | 1 | Gd | Typ | 1 | BuiltIn | RFn | TA | TA | Y | 0 | 0 | 6 | 2009 | WD | Normal |
| 160 | 20 | RL | NaN | 11120 | Pave | IR1 | Lvl | AllPub | CulDSac | Gtl | Veenker | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1984 | Gable | CompShg | Plywood | Plywood | 0.0 | TA | TA | PConc | Gd | TA | No | BLQ | 660 | Unf | 572 | GasA | TA | Y | SBrkr | 0 | 0 | 2 | 0 | 3 | 1 | TA | Typ | 0 | Attchd | Unf | TA | TA | Y | 0 | 0 | 6 | 2008 | WD | Normal |
| 1101 | 20 | RL | 61.0 | 9758 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 5 | 1971 | Gable | CompShg | HdBoard | MetalSd | 0.0 | TA | TA | CBlock | TA | TA | No | BLQ | 412 | LwQ | 251 | GasA | TA | Y | SBrkr | 0 | 0 | 1 | 0 | 3 | 1 | TA | Typ | 0 | Detchd | Unf | TA | TA | Y | 0 | 0 | 7 | 2007 | WD | Normal |
| 1126 | 120 | RL | 53.0 | 3684 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Blmngtn | Norm | Norm | TwnhsE | 1Story | 7 | 5 | 2007 | Hip | CompShg | VinylSd | VinylSd | 130.0 | Gd | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 1373 | GasA | Ex | Y | SBrkr | 0 | 0 | 2 | 0 | 2 | 1 | Gd | Typ | 1 | Attchd | Fin | TA | TA | Y | 143 | 20 | 6 | 2009 | WD | Normal |
| 1456 | 20 | RL | 85.0 | 13175 | Pave | Reg | Lvl | AllPub | Inside | Gtl | NWAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1988 | Gable | CompShg | Plywood | Plywood | 119.0 | TA | TA | CBlock | Gd | TA | No | ALQ | 790 | Rec | 589 | GasA | TA | Y | SBrkr | 0 | 1 | 2 | 0 | 3 | 1 | TA | Min1 | 2 | Attchd | Unf | TA | TA | Y | 349 | 0 | 2 | 2010 | WD | Normal |
| 1342 | 60 | RL | NaN | 9375 | Pave | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 8 | 5 | 2002 | Gable | CompShg | VinylSd | VinylSd | 149.0 | Gd | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 1284 | GasA | Ex | Y | SBrkr | 885 | 0 | 2 | 1 | 3 | 1 | Gd | Typ | 1 | Attchd | RFn | TA | TA | Y | 192 | 87 | 8 | 2007 | WD | Normal |
| 821 | 20 | RM | 60.0 | 6000 | Pave | Reg | Bnk | AllPub | Inside | Mod | OldTown | Norm | Norm | 2fmCon | 1Story | 4 | 4 | 1953 | Gable | CompShg | MetalSd | MetalSd | 0.0 | Fa | TA | CBlock | Fa | TA | No | Unf | 0 | Unf | 936 | GasA | TA | N | SBrkr | 0 | 0 | 1 | 0 | 2 | 1 | TA | Min2 | 0 | Detchd | Unf | TA | TA | Y | 0 | 32 | 2 | 2009 | WD | Normal |